DataFrame
NO COMPARISON TARGET
18207
ROWS
0
DUPLICATES
58.8 MB
RAM
90
FEATURES
29
CATEGORICAL
42
NUMERICAL
19
TEXT
2.1.3
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Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
Unnamed: 0
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
18,207
(100%)
ZEROES:
1
(<1%)
MAX
18,206
95%
17,296
Q3
13,654
MEDIAN
9,103
AVG
9,103
Q1
4,552
5%
910
MIN
0
RANGE
18,206
IQR
9,103
STD
5,256
VAR
27.6M
KURT.
-1.20
SKEW
0.00
SUM
165.7M
2
ID
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
18,207
(100%)
ZEROES:
---
MAX
247k
95%
245k
Q3
237k
MEDIAN
222k
AVG
214k
Q1
200k
5%
164k
MIN
0k
RANGE
247k
IQR
36,214
STD
29,965
VAR
897.9M
KURT.
9.61
SKEW
-2.27
SUM
3.9B
3
Name
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
17,194
(94%)
11
<1%
-
-
J. Rodríguez
8
<1%
-
-
Paulinho
7
<1%
-
-
J. Williams
7
<1%
-
-
R. Williams
6
<1%
-
-
J. Gómez
6
<1%
-
-
Felipe
6
<1%
-
-
J. Hernández
18,156
>99%
-
-
(Other)
4
Age
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
29
(<1%)
ZEROES:
---
MAX
45.0
95%
33.0
Q3
28.0
AVG
25.1
MEDIAN
25.0
Q1
21.0
5%
18.0
MIN
16.0
RANGE
29.0
IQR
7.00
STD
4.67
VAR
21.8
KURT.
-0.460
SKEW
0.392
SUM
457k
5
Photo
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
18,207
(100%)
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/229646.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/214491.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/239200.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/239741.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/232654.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/208309.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/186508.png
18,200
>99%
-
-
(Other)
6
Nationality
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
164
(<1%)
1,662
9%
-
-
England
1,198
7%
-
-
Germany
1,072
6%
-
-
Spain
937
5%
-
-
Argentina
914
5%
-
-
France
827
5%
-
-
Brazil
702
4%
-
-
Italy
10,895
60%
-
-
(Other)
7
Flag
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
164
(<1%)
1,662
9%
-
-
https://cdn.sofifa.org/flags/14.png
1,198
7%
-
-
https://cdn.sofifa.org/flags/21.png
1,072
6%
-
-
https://cdn.sofifa.org/flags/45.png
937
5%
-
-
https://cdn.sofifa.org/flags/52.png
914
5%
-
-
https://cdn.sofifa.org/flags/18.png
827
5%
-
-
https://cdn.sofifa.org/flags/54.png
702
4%
-
-
https://cdn.sofifa.org/flags/27.png
10,895
60%
-
-
(Other)
8
Overall
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
48
(<1%)
ZEROES:
---
MAX
94.0
95%
77.0
Q3
71.0
AVG
66.2
MEDIAN
66.0
Q1
62.0
5%
54.0
MIN
46.0
RANGE
48.0
IQR
9.00
STD
6.91
VAR
47.7
KURT.
0.097
SKEW
0.067
SUM
1.2M
9
Potential
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
47
(<1%)
ZEROES:
---
MAX
95.0
95%
82.0
Q3
75.0
AVG
71.3
MEDIAN
71.0
Q1
67.0
5%
62.0
MIN
48.0
RANGE
47.0
IQR
8.00
STD
6.14
VAR
37.7
KURT.
0.036
SKEW
0.266
SUM
1.3M
10
Club
VALUES:
17,966
(99%)
MISSING:
241
(1%)
DISTINCT:
651
(4%)
33
<1%
-
-
Real Madrid
33
<1%
-
-
RC Celta
33
<1%
-
-
Chelsea
33
<1%
-
-
Newcastle United
33
<1%
-
-
Wolverhampton Wanderers
33
<1%
-
-
Empoli
33
<1%
-
-
Arsenal
17,735
99%
-
-
(Other)
11
Club Logo
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
679
(4%)
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/17.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1796.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1961.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1824.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/110.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/100888.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/450.png
17,976
99%
-
-
(Other)
12
Value
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
217
(1%)
431
2%
-
-
€1.1M
372
2%
-
-
€375K
354
2%
-
-
€425K
351
2%
-
-
€325K
343
2%
-
-
€450K
338
2%
-
-
€525K
325
2%
-
-
€350K
15,693
86%
-
-
(Other)
13
Wage
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
144
(<1%)
4,900
27%
-
-
€1K
2,827
16%
-
-
€2K
1,857
10%
-
-
€3K
1,255
7%
-
-
€4K
869
5%
-
-
€5K
682
4%
-
-
€6K
488
3%
-
-
€7K
5,329
29%
-
-
(Other)
14
Special
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
1,422
(8%)
ZEROES:
---
MAX
2,346
95%
1,977
Q3
1,787
MEDIAN
1,635
AVG
1,598
Q1
1,457
5%
1,043
MIN
731
RANGE
1,615
IQR
330
STD
273
VAR
74,303
KURT.
0.338
SKEW
-0.706
SUM
29.1M
15
Preferred Foot
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
2
(<1%)
16
International Reputation
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
5
(<1%)
17
Weak Foot
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
5
(<1%)
18
Skill Moves
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
5
(<1%)
19
Work Rate
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
9
(<1%)
20
Body Type
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
10
(<1%)
21
Real Face
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
2
(<1%)
22
Position
VALUES:
18,147
(>99%)
MISSING:
60
(<1%)
DISTINCT:
27
(<1%)
23
Jersey Number
VALUES:
18,147
(>99%)
MISSING:
60
(<1%)
DISTINCT:
99
(<1%)
ZEROES:
---
MAX
99.0
95%
44.0
Q3
26.0
AVG
19.5
MEDIAN
17.0
Q1
8.0
5%
2.0
MIN
1.0
RANGE
98.0
IQR
18.0
STD
15.9
VAR
254
KURT.
7.14
SKEW
2.19
SUM
355k
24
Joined
VALUES:
16,654
(91%)
MISSING:
1,553
(9%)
DISTINCT:
1,736
(10%)
1,538
9%
-
-
Jul 1, 2018
1,133
7%
-
-
Jul 1, 2017
635
4%
-
-
Jan 1, 2018
614
4%
-
-
Jul 1, 2016
368
2%
-
-
Jul 1, 2015
231
1%
-
-
Jan 1, 2017
226
1%
-
-
Jul 1, 2014
11,909
72%
-
-
(Other)
25
Loaned From
VALUES:
1,264
(7%)
MISSING:
16,943
(93%)
DISTINCT:
341
(2%)
20
2%
-
-
Atalanta
18
1%
-
-
Sassuolo
17
1%
-
-
Juventus
17
1%
-
-
SL Benfica
14
1%
-
-
Sporting CP
12
<1%
-
-
Inter
12
<1%
-
-
Villarreal CF
1,154
91%
-
-
(Other)
26
Contract Valid Until
VALUES:
17,918
(98%)
MISSING:
289
(2%)
DISTINCT:
36
(<1%)
27
Height
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
21
(<1%)
28
Weight
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
57
(<1%)
29
LS
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
93
(<1%)
30
ST
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
93
(<1%)
31
RS
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
93
(<1%)
32
LW
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
105
(<1%)
745
5%
-
-
63+2
705
4%
-
-
61+2
687
4%
-
-
62+2
678
4%
-
-
59+2
678
4%
-
-
60+2
677
4%
-
-
64+2
673
4%
-
-
65+2
11,279
70%
-
-
(Other)
33
LF
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
102
(<1%)
713
4%
-
-
61+2
694
4%
-
-
63+2
686
4%
-
-
62+2
677
4%
-
-
60+2
676
4%
-
-
64+2
666
4%
-
-
59+2
637
4%
-
-
58+2
11,373
71%
-
-
(Other)
34
CF
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
102
(<1%)
713
4%
-
-
61+2
694
4%
-
-
63+2
686
4%
-
-
62+2
677
4%
-
-
60+2
676
4%
-
-
64+2
666
4%
-
-
59+2
637
4%
-
-
58+2
11,373
71%
-
-
(Other)
35
RF
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
102
(<1%)
713
4%
-
-
61+2
694
4%
-
-
63+2
686
4%
-
-
62+2
677
4%
-
-
60+2
676
4%
-
-
64+2
666
4%
-
-
59+2
637
4%
-
-
58+2
11,373
71%
-
-
(Other)
36
RW
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
105
(<1%)
745
5%
-
-
63+2
705
4%
-
-
61+2
687
4%
-
-
62+2
678
4%
-
-
59+2
678
4%
-
-
60+2
677
4%
-
-
64+2
673
4%
-
-
65+2
11,279
70%
-
-
(Other)
37
LAM
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
101
(<1%)
38
CAM
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
101
(<1%)
39
RAM
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
101
(<1%)
40
LM
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
100
(<1%)
41
LCM
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
92
(<1%)
42
CM
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
92
(<1%)
43
RCM
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
92
(<1%)
44
RM
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
100
(<1%)
45
LWB
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
95
(<1%)
46
LDM
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
99
(<1%)
47
CDM
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
99
(<1%)
48
RDM
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
99
(<1%)
49
RWB
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
95
(<1%)
50
LB
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
98
(<1%)
51
LCB
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
108
(<1%)
634
4%
-
-
63+2
618
4%
-
-
62+2
591
4%
-
-
64+2
580
4%
-
-
65+2
569
4%
-
-
61+2
533
3%
-
-
66+2
499
3%
-
-
60+2
12,098
75%
-
-
(Other)
52
CB
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
108
(<1%)
634
4%
-
-
63+2
618
4%
-
-
62+2
591
4%
-
-
64+2
580
4%
-
-
65+2
569
4%
-
-
61+2
533
3%
-
-
66+2
499
3%
-
-
60+2
12,098
75%
-
-
(Other)
53
RCB
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
108
(<1%)
634
4%
-
-
63+2
618
4%
-
-
62+2
591
4%
-
-
64+2
580
4%
-
-
65+2
569
4%
-
-
61+2
533
3%
-
-
66+2
499
3%
-
-
60+2
12,098
75%
-
-
(Other)
54
RB
VALUES:
16,122
(89%)
MISSING:
2,085
(11%)
DISTINCT:
98
(<1%)
55
Crossing
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
89
(<1%)
ZEROES:
---
MAX
93.0
95%
74.0
Q3
64.0
MEDIAN
54.0
AVG
49.7
Q1
38.0
5%
13.0
MIN
5.0
RANGE
88.0
IQR
26.0
STD
18.4
VAR
337
KURT.
-0.543
SKEW
-0.594
SUM
903k
56
Finishing
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
93
(<1%)
ZEROES:
---
MAX
95.0
95%
73.0
Q3
62.0
MEDIAN
49.0
AVG
45.6
Q1
30.0
5%
11.0
MIN
2.0
RANGE
93.0
IQR
32.0
STD
19.5
VAR
381
KURT.
-0.973
SKEW
-0.301
SUM
827k
57
HeadingAccuracy
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
91
(<1%)
ZEROES:
---
MAX
94.0
95%
75.0
Q3
64.0
MEDIAN
56.0
AVG
52.3
Q1
44.0
5%
13.0
MIN
4.0
RANGE
90.0
IQR
20.0
STD
17.4
VAR
302
KURT.
0.293
SKEW
-0.885
SUM
950k
58
ShortPassing
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
93.0
95%
77.0
Q3
68.0
MEDIAN
62.0
AVG
58.7
Q1
54.0
5%
26.0
MIN
7.0
RANGE
86.0
IQR
14.0
STD
14.7
VAR
216
KURT.
0.789
SKEW
-1.10
SUM
1.1M
59
Volleys
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
87
(<1%)
ZEROES:
---
MAX
90.0
95%
70.0
Q3
57.0
MEDIAN
44.0
AVG
42.9
Q1
30.0
5%
12.0
MIN
4.0
RANGE
86.0
IQR
27.0
STD
17.7
VAR
313
KURT.
-0.716
SKEW
-0.149
SUM
779k
60
Dribbling
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
94
(<1%)
ZEROES:
---
MAX
97.0
95%
77.0
Q3
68.0
MEDIAN
61.0
AVG
55.4
Q1
49.0
5%
13.0
MIN
4.0
RANGE
93.0
IQR
19.0
STD
18.9
VAR
358
KURT.
0.337
SKEW
-1.08
SUM
1.0M
61
Curve
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
89
(<1%)
ZEROES:
---
MAX
94.0
95%
75.0
Q3
62.0
MEDIAN
48.0
AVG
47.2
Q1
34.0
5%
13.0
MIN
6.0
RANGE
88.0
IQR
28.0
STD
18.4
VAR
338
KURT.
-0.744
SKEW
-0.238
SUM
857k
62
FKAccuracy
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
90
(<1%)
ZEROES:
---
MAX
94.0
95%
72.0
Q3
57.0
AVG
42.9
MEDIAN
41.0
Q1
31.0
5%
13.0
MIN
3.0
RANGE
91.0
IQR
26.0
STD
17.5
VAR
306
KURT.
-0.718
SKEW
0.102
SUM
778k
63
LongPassing
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
84
(<1%)
ZEROES:
---
MAX
93.0
95%
74.0
Q3
64.0
MEDIAN
56.0
AVG
52.7
Q1
43.0
5%
23.0
MIN
9.0
RANGE
84.0
IQR
21.0
STD
15.3
VAR
235
KURT.
-0.377
SKEW
-0.596
SUM
957k
64
BallControl
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
90
(<1%)
ZEROES:
---
MAX
96.0
95%
77.0
Q3
69.0
MEDIAN
63.0
AVG
58.4
Q1
54.0
5%
19.0
MIN
5.0
RANGE
91.0
IQR
15.0
STD
16.7
VAR
278
KURT.
1.03
SKEW
-1.27
SUM
1.1M
65
Acceleration
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
86
(<1%)
ZEROES:
---
MAX
97.0
95%
85.0
Q3
75.0
MEDIAN
67.0
AVG
64.6
Q1
57.0
5%
34.0
MIN
12.0
RANGE
85.0
IQR
18.0
STD
14.9
VAR
223
KURT.
0.470
SKEW
-0.815
SUM
1.2M
66
SprintSpeed
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
96.0
95%
85.0
Q3
75.0
MEDIAN
67.0
AVG
64.7
Q1
57.0
5%
34.0
MIN
12.0
RANGE
84.0
IQR
18.0
STD
14.6
VAR
215
KURT.
0.536
SKEW
-0.829
SUM
1.2M
67
Agility
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
81
(<1%)
ZEROES:
---
MAX
96.0
95%
85.0
Q3
74.0
MEDIAN
66.0
AVG
63.5
Q1
55.0
5%
34.0
MIN
14.0
RANGE
82.0
IQR
19.0
STD
14.8
VAR
218
KURT.
-0.069
SKEW
-0.599
SUM
1.2M
68
Reactions
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
68
(<1%)
ZEROES:
---
MAX
96.0
95%
76.0
Q3
68.0
MEDIAN
62.0
AVG
61.8
Q1
56.0
5%
47.0
MIN
21.0
RANGE
75.0
IQR
12.0
STD
9.01
VAR
81.2
KURT.
0.057
SKEW
-0.114
SUM
1.1M
69
Balance
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
81
(<1%)
ZEROES:
---
MAX
96.0
95%
84.0
Q3
74.0
MEDIAN
66.0
AVG
64.0
Q1
56.0
5%
36.0
MIN
16.0
RANGE
80.0
IQR
18.0
STD
14.1
VAR
200
KURT.
0.094
SKEW
-0.583
SUM
1.2M
70
ShotPower
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
92
(<1%)
ZEROES:
---
MAX
95.0
95%
78.0
Q3
68.0
MEDIAN
59.0
AVG
55.5
Q1
45.0
5%
21.0
MIN
2.0
RANGE
93.0
IQR
23.0
STD
17.2
VAR
297
KURT.
-0.335
SKEW
-0.680
SUM
1.0M
71
Jumping
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
74
(<1%)
ZEROES:
---
MAX
95.0
95%
83.0
Q3
73.0
MEDIAN
66.0
AVG
65.1
Q1
58.0
5%
43.0
MIN
15.0
RANGE
80.0
IQR
15.0
STD
11.8
VAR
140
KURT.
0.325
SKEW
-0.454
SUM
1.2M
72
Stamina
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
96.0
95%
84.0
Q3
74.0
MEDIAN
66.0
AVG
63.2
Q1
56.0
5%
29.0
MIN
12.0
RANGE
84.0
IQR
18.0
STD
15.9
VAR
253
KURT.
0.482
SKEW
-0.915
SUM
1.1M
73
Strength
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
74
(<1%)
ZEROES:
---
MAX
97.0
95%
84.0
Q3
74.0
MEDIAN
67.0
AVG
65.3
Q1
58.0
5%
41.0
MIN
17.0
RANGE
80.0
IQR
16.0
STD
12.6
VAR
158
KURT.
0.057
SKEW
-0.468
SUM
1.2M
74
LongShots
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
92
(<1%)
ZEROES:
---
MAX
94.0
95%
73.0
Q3
62.0
MEDIAN
51.0
AVG
47.1
Q1
33.0
5%
12.0
MIN
3.0
RANGE
91.0
IQR
29.0
STD
19.3
VAR
371
KURT.
-0.821
SKEW
-0.432
SUM
855k
75
Aggression
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
95.0
95%
80.0
Q3
69.0
MEDIAN
59.0
AVG
55.9
Q1
44.0
5%
24.0
MIN
11.0
RANGE
84.0
IQR
25.0
STD
17.4
VAR
302
KURT.
-0.631
SKEW
-0.432
SUM
1.0M
76
Interceptions
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
89
(<1%)
ZEROES:
---
MAX
92.0
95%
75.0
Q3
64.0
MEDIAN
52.0
AVG
46.7
Q1
26.0
5%
13.0
MIN
3.0
RANGE
89.0
IQR
38.0
STD
20.7
VAR
428
KURT.
-1.26
SKEW
-0.268
SUM
848k
77
Positioning
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
94
(<1%)
ZEROES:
---
MAX
95.0
95%
75.0
Q3
64.0
MEDIAN
55.0
AVG
50.0
Q1
38.0
5%
11.0
MIN
2.0
RANGE
93.0
IQR
26.0
STD
19.5
VAR
381
KURT.
-0.402
SKEW
-0.720
SUM
907k
78
Vision
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
94.0
95%
74.0
Q3
64.0
MEDIAN
55.0
AVG
53.4
Q1
44.0
5%
29.0
MIN
10.0
RANGE
84.0
IQR
20.0
STD
14.1
VAR
200
KURT.
-0.352
SKEW
-0.351
SUM
970k
79
Penalties
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
87
(<1%)
ZEROES:
---
MAX
92.0
95%
72.0
Q3
60.0
MEDIAN
49.0
AVG
48.5
Q1
39.0
5%
18.0
MIN
5.0
RANGE
87.0
IQR
21.0
STD
15.7
VAR
247
KURT.
-0.347
SKEW
-0.355
SUM
882k
80
Composure
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
84
(<1%)
ZEROES:
---
MAX
96.0
95%
76.0
Q3
67.0
MEDIAN
60.0
AVG
58.6
Q1
51.0
5%
39.0
MIN
3.0
RANGE
93.0
IQR
16.0
STD
11.4
VAR
131
KURT.
0.214
SKEW
-0.381
SUM
1.1M
81
Marking
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
92
(<1%)
ZEROES:
---
MAX
94.0
95%
74.0
Q3
64.0
MEDIAN
53.0
AVG
47.3
Q1
30.0
5%
13.0
MIN
3.0
RANGE
91.0
IQR
34.0
STD
19.9
VAR
396
KURT.
-1.09
SKEW
-0.363
SUM
859k
82
StandingTackle
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
90
(<1%)
ZEROES:
---
MAX
93.0
95%
75.0
Q3
66.0
MEDIAN
55.0
AVG
47.7
Q1
27.0
5%
13.0
MIN
2.0
RANGE
91.0
IQR
39.0
STD
21.7
VAR
469
KURT.
-1.31
SKEW
-0.337
SUM
866k
83
SlidingTackle
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
88
(<1%)
ZEROES:
---
MAX
91.0
95%
74.0
Q3
64.0
MEDIAN
52.0
AVG
45.7
Q1
24.0
5%
12.0
MIN
3.0
RANGE
88.0
IQR
40.0
STD
21.3
VAR
453
KURT.
-1.36
SKEW
-0.267
SUM
829k
84
GKDiving
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
71
(<1%)
ZEROES:
---
MAX
90.0
95%
66.0
Q3
14.0
AVG
16.6
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
89.0
IQR
6.00
STD
17.7
VAR
313
KURT.
4.45
SKEW
2.44
SUM
302k
85
GKHandling
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
70
(<1%)
ZEROES:
---
MAX
92.0
95%
64.0
Q3
14.0
AVG
16.4
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
91.0
IQR
6.00
STD
16.9
VAR
286
KURT.
4.44
SKEW
2.43
SUM
298k
86
GKKicking
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
79
(<1%)
ZEROES:
---
MAX
91.0
95%
62.0
Q3
14.0
AVG
16.2
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
90.0
IQR
6.00
STD
16.5
VAR
272
KURT.
4.46
SKEW
2.43
SUM
295k
87
GKPositioning
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
79
(<1%)
ZEROES:
---
MAX
90.0
95%
64.0
Q3
14.0
AVG
16.4
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
89.0
IQR
6.00
STD
17.0
VAR
290
KURT.
4.63
SKEW
2.46
SUM
298k
88
GKReflexes
VALUES:
18,159
(>99%)
MISSING:
48
(<1%)
DISTINCT:
76
(<1%)
ZEROES:
---
MAX
94.0
95%
67.0
Q3
14.0
AVG
16.7
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
93.0
IQR
6.00
STD
18.0
VAR
322
KURT.
4.51
SKEW
2.45
SUM
303k
89
Release Clause
VALUES:
16,643
(91%)
MISSING:
1,564
(9%)
DISTINCT:
1,244
(7%)
557
3%
-
-
€1.1M
423
3%
-
-
€1.3M
386
2%
-
-
€1.4M
385
2%
-
-
€1.2M
337
2%
-
-
€1.5M
318
2%
-
-
€1.6M
286
2%
-
-
€1M
13,951
84%
-
-
(Other)
90
Wage_Number
VALUES:
18,207
(100%)
MISSING:
---
DISTINCT:
144
(<1%)
ZEROES:
241
(1%)
MAX
565k
95%
39k
Q3
9k
AVG
10k
MEDIAN
3k
Q1
1k
5%
1k
MIN
0k
RANGE
565k
IQR
8,000
STD
21,999
VAR
484.0M
KURT.
101
SKEW
7.91
SUM
177.2M
Associations
[Only including dataset "DataFrame"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Unnamed: 0
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Overall
-0.97
Reactions
-0.83
Composure
-0.72
Potential
-0.63
Special
-0.60
ShortPassing
-0.49
Vision
-0.49
Wage_Number
-0.48
LongPassing
-0.48
Age
-0.45
BallControl
-0.45
ShotPower
-0.44
LongShots
-0.42
Curve
-0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LCM
0.72
CM
0.72
RCM
0.72
LM
0.69
RM
0.69
LAM
0.69
CAM
0.69
RAM
0.69
LS
0.66
ST
0.66
RS
0.66
LDM
0.63
CDM
0.63
RDM
0.63
MOST FREQUENT VALUES

2047
1
<0.1%
15010
1
<0.1%
661
1
<0.1%
6806
1
<0.1%
4759
1
<0.1%
17053
1
<0.1%
10912
1
<0.1%
8865
1
<0.1%
12963
1
<0.1%
12947
1
<0.1%
2724
1
<0.1%
677
1
<0.1%
6822
1
<0.1%
4775
1
<0.1%
17069
1
<0.1%
SMALLEST VALUES

0
1
<0.1%
1
1
<0.1%
2
1
<0.1%
3
1
<0.1%
4
1
<0.1%
5
1
<0.1%
6
1
<0.1%
7
1
<0.1%
8
1
<0.1%
9
1
<0.1%
10
1
<0.1%
11
1
<0.1%
12
1
<0.1%
13
1
<0.1%
14
1
<0.1%
LARGEST VALUES

18206
1
<0.1%
18205
1
<0.1%
18204
1
<0.1%
18203
1
<0.1%
18202
1
<0.1%
18201
1
<0.1%
18200
1
<0.1%
18199
1
<0.1%
18198
1
<0.1%
18197
1
<0.1%
18196
1
<0.1%
18195
1
<0.1%
18194
1
<0.1%
18193
1
<0.1%
18192
1
<0.1%
ID
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Age
-0.74
Overall
-0.42
Unnamed: 0
0.42
Reactions
-0.41
Composure
-0.38
Strength
-0.26
Special
-0.23
Aggression
-0.23
Vision
-0.22
Wage_Number
-0.20
FKAccuracy
-0.20
LongPassing
-0.19
Jersey Number
0.18
Curve
-0.17

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

International Reputation
0.38
LCM
0.37
CM
0.37
RCM
0.37
LDM
0.36
CDM
0.36
RDM
0.36
LWB
0.33
RWB
0.33
LS
0.32
ST
0.32
RS
0.32
LB
0.32
RB
0.32
MOST FREQUENT VALUES

231423
1
<0.1%
225883
1
<0.1%
205393
1
<0.1%
244306
1
<0.1%
209491
1
<0.1%
229973
1
<0.1%
201303
1
<0.1%
243259
1
<0.1%
215644
1
<0.1%
213837
1
<0.1%
213597
1
<0.1%
184927
1
<0.1%
201081
1
<0.1%
205409
1
<0.1%
242275
1
<0.1%
SMALLEST VALUES

16
1
<0.1%
41
1
<0.1%
80
1
<0.1%
164
1
<0.1%
657
1
<0.1%
768
1
<0.1%
1179
1
<0.1%
2147
1
<0.1%
2335
1
<0.1%
2702
1
<0.1%
3281
1
<0.1%
3484
1
<0.1%
3665
1
<0.1%
5479
1
<0.1%
6826
1
<0.1%
LARGEST VALUES

246620
1
<0.1%
246617
1
<0.1%
246616
1
<0.1%
246613
1
<0.1%
246609
1
<0.1%
246608
1
<0.1%
246606
1
<0.1%
246603
1
<0.1%
246602
1
<0.1%
246601
1
<0.1%
246600
1
<0.1%
246599
1
<0.1%
246594
1
<0.1%
246593
1
<0.1%
246592
1
<0.1%
Name
MISSING:
---
11
<1%
-
-
J. Rodríguez
8
<1%
-
-
Paulinho
7
<1%
-
-
J. Williams
7
<1%
-
-
R. Williams
6
<1%
-
-
J. Gómez
6
<1%
-
-
Felipe
6
<1%
-
-
J. Hernández
6
<1%
-
-
J. Valencia
5
<1%
-
-
J. Pérez
5
<1%
-
-
A. Traoré
5
<1%
-
-
Danilo
5
<1%
-
-
J. Torres
5
<1%
-
-
L. López
5
<1%
-
-
J. Jones
5
<1%
-
-
D. Williams
5
<1%
-
-
J. Murillo
5
<1%
-
-
M. Pedersen
5
<1%
-
-
M. Smith
5
<1%
-
-
L. Rodríguez
5
<1%
-
-
M. Gómez
5
<1%
-
-
J. Martínez
4
<1%
-
-
Carlitos
4
<1%
-
-
G. Rodríguez
4
<1%
-
-
Álvaro
4
<1%
-
-
D. Schmidt
4
<1%
-
-
Fernando
4
<1%
-
-
A. Ba
4
<1%
-
-
M. López
4
<1%
-
-
L. Martínez
4
<1%
-
-
L. Kelly
4
<1%
-
-
R. González
4
<1%
-
-
D. Johnson
4
<1%
-
-
J. Mosquera
4
<1%
-
-
J. García
4
<1%
-
-
J. Medina
4
<1%
-
-
D. Rodríguez
4
<1%
-
-
M. García
4
<1%
-
-
M. Herrera
4
<1%
-
-
J. Clarke
4
<1%
-
-
M. Dembélé
4
<1%
-
-
A. González
4
<1%
-
-
R. Taylor
4
<1%
-
-
J. Aguirre
4
<1%
-
-
Y. Kobayashi
4
<1%
-
-
K. Nakamura
4
<1%
-
-
F. Rodríguez
4
<1%
-
-
J. Murphy
4
<1%
-
-
J. Brown
3
<1%
-
-
J. Simpson
3
<1%
-
-
C. Vargas
3
<1%
-
-
A. Taylor
3
<1%
-
-
J. Duque
3
<1%
-
-
C. Villanueva
3
<1%
-
-
A. Smith
3
<1%
-
-
S. Romero
3
<1%
-
-
C. Gutiérrez
3
<1%
-
-
C. Rodríguez
3
<1%
-
-
J. Martin
3
<1%
-
-
A. Sánchez
3
<1%
-
-
J. Lewis
17,941
99%
-
-
(Other)
Age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ID
-0.74
Unnamed: 0
-0.45
Reactions
0.45
Overall
0.45
Composure
0.39
Strength
0.33
Aggression
0.27
Potential
-0.25
Jersey Number
-0.24
Special
0.24
Interceptions
0.20
FKAccuracy
0.19
Vision
0.19
LongPassing
0.18

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LDM
0.38
CDM
0.38
RDM
0.38
LCM
0.36
CM
0.36
RCM
0.36
LWB
0.33
RWB
0.33
LB
0.32
RB
0.32
LS
0.30
ST
0.30
RS
0.30
LAM
0.28
MOST FREQUENT VALUES

21
1,423
7.8%
26
1,387
7.6%
24
1,358
7.5%
22
1,340
7.4%
23
1,332
7.3%
25
1,319
7.2%
20
1,240
6.8%
27
1,162
6.4%
28
1,101
6.0%
19
1,024
5.6%
29
959
5.3%
30
917
5.0%
18
732
4.0%
31
707
3.9%
32
574
3.2%
SMALLEST VALUES

16
42
0.2%
17
289
1.6%
18
732
4.0%
19
1,024
5.6%
20
1,240
6.8%
21
1,423
7.8%
22
1,340
7.4%
23
1,332
7.3%
24
1,358
7.5%
25
1,319
7.2%
26
1,387
7.6%
27
1,162
6.4%
28
1,101
6.0%
29
959
5.3%
30
917
5.0%
LARGEST VALUES

45
1
<0.1%
44
2
<0.1%
42
1
<0.1%
41
5
<0.1%
40
13
<0.1%
39
25
0.1%
38
37
0.2%
37
82
0.5%
36
127
0.7%
35
196
1.1%
34
404
2.2%
33
408
2.2%
32
574
3.2%
31
707
3.9%
30
917
5.0%
Photo
MISSING:
---
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/229646.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/214491.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/239200.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/239741.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/232654.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/208309.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/186508.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/212443.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/206653.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/209039.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/209065.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/192838.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/234492.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/232597.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/246602.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/189206.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/186748.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/184176.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/222187.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/202809.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/193348.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/51963.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/164470.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/199245.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/216453.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/184242.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/234904.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/238693.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/146636.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/243173.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/195086.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/232592.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/213160.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/201509.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/210792.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/170252.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/243631.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/203834.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/216706.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/241984.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/218887.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/230044.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/235544.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/187607.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/209613.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/230827.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/241020.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/188955.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/183347.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/171995.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/244394.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/238495.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/216407.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/187942.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/207707.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/223852.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/167926.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/213512.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/179971.png
1
<1%
-
-
https://cdn.sofifa.org/players/4/19/215011.png
18,147
>99%
-
-
(Other)
Nationality
MISSING:
---
1,662
9%
-
-
England
1,198
7%
-
-
Germany
1,072
6%
-
-
Spain
937
5%
-
-
Argentina
914
5%
-
-
France
827
5%
-
-
Brazil
702
4%
-
-
Italy
618
3%
-
-
Colombia
478
3%
-
-
Japan
453
2%
-
-
Netherlands
397
2%
-
-
Sweden
392
2%
-
-
China PR
391
2%
-
-
Chile
368
2%
-
-
Republic of Ireland
366
2%
-
-
Mexico
353
2%
-
-
United States
350
2%
-
-
Poland
341
2%
-
-
Norway
340
2%
-
-
Saudi Arabia
336
2%
-
-
Denmark
335
2%
-
-
Korea Republic
322
2%
-
-
Portugal
303
2%
-
-
Turkey
298
2%
-
-
Austria
286
2%
-
-
Scotland
260
1%
-
-
Belgium
236
1%
-
-
Australia
220
1%
-
-
Switzerland
149
<1%
-
-
Uruguay
130
<1%
-
-
Senegal
129
<1%
-
-
Wales
126
<1%
-
-
Serbia
126
<1%
-
-
Croatia
121
<1%
-
-
Nigeria
114
<1%
-
-
Ghana
102
<1%
-
-
Greece
100
<1%
-
-
Ivory Coast
100
<1%
-
-
Czech Republic
90
<1%
-
-
Cameroon
85
<1%
-
-
Paraguay
85
<1%
-
-
Morocco
80
<1%
-
-
Northern Ireland
79
<1%
-
-
Russia
73
<1%
-
-
Ukraine
71
<1%
-
-
South Africa
67
<1%
-
-
Venezuela
67
<1%
-
-
Finland
64
<1%
-
-
Canada
61
<1%
-
-
Bosnia Herzegovina
60
<1%
-
-
Algeria
55
<1%
-
-
Slovenia
54
<1%
-
-
Slovakia
54
<1%
-
-
Romania
52
<1%
-
-
DR Congo
47
<1%
-
-
Iceland
44
<1%
-
-
New Zealand
43
<1%
-
-
Mali
43
<1%
-
-
Ecuador
40
<1%
-
-
Albania
38
<1%
-
-
Hungary
903
5%
-
-
(Other)
Flag
MISSING:
---
1,662
9%
-
-
https://cdn.sofifa.org/flags/14.png
1,198
7%
-
-
https://cdn.sofifa.org/flags/21.png
1,072
6%
-
-
https://cdn.sofifa.org/flags/45.png
937
5%
-
-
https://cdn.sofifa.org/flags/52.png
914
5%
-
-
https://cdn.sofifa.org/flags/18.png
827
5%
-
-
https://cdn.sofifa.org/flags/54.png
702
4%
-
-
https://cdn.sofifa.org/flags/27.png
618
3%
-
-
https://cdn.sofifa.org/flags/56.png
478
3%
-
-
https://cdn.sofifa.org/flags/163.png
453
2%
-
-
https://cdn.sofifa.org/flags/34.png
397
2%
-
-
https://cdn.sofifa.org/flags/46.png
392
2%
-
-
https://cdn.sofifa.org/flags/155.png
391
2%
-
-
https://cdn.sofifa.org/flags/55.png
368
2%
-
-
https://cdn.sofifa.org/flags/25.png
366
2%
-
-
https://cdn.sofifa.org/flags/83.png
353
2%
-
-
https://cdn.sofifa.org/flags/95.png
350
2%
-
-
https://cdn.sofifa.org/flags/37.png
341
2%
-
-
https://cdn.sofifa.org/flags/36.png
340
2%
-
-
https://cdn.sofifa.org/flags/183.png
336
2%
-
-
https://cdn.sofifa.org/flags/13.png
335
2%
-
-
https://cdn.sofifa.org/flags/167.png
322
2%
-
-
https://cdn.sofifa.org/flags/38.png
303
2%
-
-
https://cdn.sofifa.org/flags/48.png
298
2%
-
-
https://cdn.sofifa.org/flags/4.png
286
2%
-
-
https://cdn.sofifa.org/flags/42.png
260
1%
-
-
https://cdn.sofifa.org/flags/7.png
236
1%
-
-
https://cdn.sofifa.org/flags/195.png
220
1%
-
-
https://cdn.sofifa.org/flags/47.png
149
<1%
-
-
https://cdn.sofifa.org/flags/60.png
130
<1%
-
-
https://cdn.sofifa.org/flags/136.png
129
<1%
-
-
https://cdn.sofifa.org/flags/50.png
126
<1%
-
-
https://cdn.sofifa.org/flags/10.png
126
<1%
-
-
https://cdn.sofifa.org/flags/51.png
121
<1%
-
-
https://cdn.sofifa.org/flags/133.png
114
<1%
-
-
https://cdn.sofifa.org/flags/117.png
102
<1%
-
-
https://cdn.sofifa.org/flags/22.png
100
<1%
-
-
https://cdn.sofifa.org/flags/12.png
100
<1%
-
-
https://cdn.sofifa.org/flags/108.png
90
<1%
-
-
https://cdn.sofifa.org/flags/103.png
85
<1%
-
-
https://cdn.sofifa.org/flags/58.png
85
<1%
-
-
https://cdn.sofifa.org/flags/129.png
80
<1%
-
-
https://cdn.sofifa.org/flags/35.png
79
<1%
-
-
https://cdn.sofifa.org/flags/40.png
73
<1%
-
-
https://cdn.sofifa.org/flags/49.png
71
<1%
-
-
https://cdn.sofifa.org/flags/140.png
67
<1%
-
-
https://cdn.sofifa.org/flags/61.png
67
<1%
-
-
https://cdn.sofifa.org/flags/17.png
64
<1%
-
-
https://cdn.sofifa.org/flags/70.png
61
<1%
-
-
https://cdn.sofifa.org/flags/8.png
60
<1%
-
-
https://cdn.sofifa.org/flags/97.png
55
<1%
-
-
https://cdn.sofifa.org/flags/44.png
54
<1%
-
-
https://cdn.sofifa.org/flags/43.png
54
<1%
-
-
https://cdn.sofifa.org/flags/39.png
52
<1%
-
-
https://cdn.sofifa.org/flags/110.png
47
<1%
-
-
https://cdn.sofifa.org/flags/24.png
44
<1%
-
-
https://cdn.sofifa.org/flags/198.png
43
<1%
-
-
https://cdn.sofifa.org/flags/57.png
43
<1%
-
-
https://cdn.sofifa.org/flags/126.png
40
<1%
-
-
https://cdn.sofifa.org/flags/1.png
38
<1%
-
-
https://cdn.sofifa.org/flags/23.png
903
5%
-
-
(Other)
Overall
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Unnamed: 0
-0.97
Reactions
0.85
Composure
0.73
Potential
0.66
Special
0.61
Wage_Number
0.57
ShortPassing
0.50
Vision
0.50
LongPassing
0.48
BallControl
0.46
Age
0.45
ShotPower
0.44
LongShots
0.42
Curve
0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LCM
0.74
CM
0.74
RCM
0.74
LM
0.70
RM
0.70
LAM
0.70
CAM
0.70
RAM
0.70
LS
0.67
ST
0.67
RS
0.67
LDM
0.65
CDM
0.65
RDM
0.65
MOST FREQUENT VALUES

66
1,163
6.4%
67
1,118
6.1%
64
1,091
6.0%
65
1,045
5.7%
68
1,035
5.7%
63
1,002
5.5%
69
973
5.3%
70
889
4.9%
62
878
4.8%
71
783
4.3%
72
753
4.1%
61
711
3.9%
60
649
3.6%
73
608
3.3%
74
537
2.9%
SMALLEST VALUES

46
1
<0.1%
47
20
0.1%
48
32
0.2%
49
36
0.2%
50
103
0.6%
51
125
0.7%
52
159
0.9%
53
199
1.1%
54
250
1.4%
55
265
1.5%
56
343
1.9%
57
402
2.2%
58
444
2.4%
59
525
2.9%
60
649
3.6%
LARGEST VALUES

94
2
<0.1%
92
1
<0.1%
91
6
<0.1%
90
5
<0.1%
89
11
<0.1%
88
17
<0.1%
87
13
<0.1%
86
22
0.1%
85
33
0.2%
84
45
0.2%
83
70
0.4%
82
94
0.5%
81
93
0.5%
80
143
0.8%
79
171
0.9%
Potential
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Overall
0.66
Unnamed: 0
-0.63
Reactions
0.51
Wage_Number
0.49
Composure
0.44
Special
0.38
ShortPassing
0.37
BallControl
0.35
Vision
0.35
LongPassing
0.32
Dribbling
0.32
ShotPower
0.29
Curve
0.28
LongShots
0.27

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LM
0.53
RM
0.53
LAM
0.53
CAM
0.53
RAM
0.53
LCM
0.52
CM
0.52
RCM
0.52
LS
0.48
ST
0.48
RS
0.48
LDM
0.46
CDM
0.46
RDM
0.46
MOST FREQUENT VALUES

70
1,203
6.6%
69
1,175
6.5%
71
1,140
6.3%
68
1,136
6.2%
72
1,122
6.2%
73
1,051
5.8%
74
1,015
5.6%
66
996
5.5%
67
991
5.4%
75
951
5.2%
76
769
4.2%
65
768
4.2%
64
714
3.9%
77
698
3.8%
78
547
3.0%
SMALLEST VALUES

48
2
<0.1%
50
2
<0.1%
51
2
<0.1%
52
10
<0.1%
53
6
<0.1%
54
7
<0.1%
55
18
<0.1%
56
24
0.1%
57
47
0.3%
58
87
0.5%
59
125
0.7%
60
165
0.9%
61
251
1.4%
62
379
2.1%
63
495
2.7%
LARGEST VALUES

95
1
<0.1%
94
3
<0.1%
93
4
<0.1%
92
9
<0.1%
91
12
<0.1%
90
21
0.1%
89
33
0.2%
88
48
0.3%
87
61
0.3%
86
82
0.5%
85
139
0.8%
84
181
1.0%
83
219
1.2%
82
251
1.4%
81
307
1.7%
Club
MISSING:
241
(1%)
33
<1%
-
-
Real Madrid
33
<1%
-
-
RC Celta
33
<1%
-
-
Chelsea
33
<1%
-
-
Newcastle United
33
<1%
-
-
Wolverhampton Wanderers
33
<1%
-
-
Empoli
33
<1%
-
-
Arsenal
33
<1%
-
-
Southampton
33
<1%
-
-
Eintracht Frankfurt
33
<1%
-
-
Manchester City
33
<1%
-
-
Borussia Dortmund
33
<1%
-
-
Everton
33
<1%
-
-
Fortuna Düsseldorf
33
<1%
-
-
Liverpool
33
<1%
-
-
Burnley
33
<1%
-
-
TSG 1899 Hoffenheim
33
<1%
-
-
Cardiff City
33
<1%
-
-
Atlético Madrid
33
<1%
-
-
FC Barcelona
33
<1%
-
-
Manchester United
33
<1%
-
-
AS Monaco
33
<1%
-
-
Valencia CF
33
<1%
-
-
CD Leganés
33
<1%
-
-
Frosinone
33
<1%
-
-
Rayo Vallecano
33
<1%
-
-
Tottenham Hotspur
32
<1%
-
-
Fulham
32
<1%
-
-
Huddersfield Town
32
<1%
-
-
Brighton & Hove Albion
32
<1%
-
-
VfL Wolfsburg
32
<1%
-
-
Bournemouth
32
<1%
-
-
Hertha BSC
32
<1%
-
-
Leicester City
32
<1%
-
-
Villarreal CF
32
<1%
-
-
Lazio
32
<1%
-
-
Levante UD
32
<1%
-
-
SV Werder Bremen
32
<1%
-
-
FC Nantes
32
<1%
-
-
1. FSV Mainz 05
32
<1%
-
-
Crystal Palace
32
<1%
-
-
West Ham United
31
<1%
-
-
Real Sociedad
31
<1%
-
-
FC Girondins de Bordeaux
31
<1%
-
-
FC Augsburg
31
<1%
-
-
Toulouse Football Club
31
<1%
-
-
Athletic Club de Bilbao
30
<1%
-
-
Houston Dynamo
30
<1%
-
-
Al Hazem
30
<1%
-
-
Shonan Bellmare
30
<1%
-
-
Udinese
30
<1%
-
-
FC Ingolstadt 04
30
<1%
-
-
Ettifaq FC
30
<1%
-
-
FC Tokyo
30
<1%
-
-
Orlando City SC
30
<1%
-
-
Al Raed
30
<1%
-
-
Sheffield United
30
<1%
-
-
Fenerbahçe SK
30
<1%
-
-
Al Shabab
30
<1%
-
-
Real Salt Lake
30
<1%
-
-
PSV
16,053
89%
-
-
(Other)
Club Logo
MISSING:
---
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/17.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1796.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1961.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1824.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/110.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/100888.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/450.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/111657.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/240.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/18.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/9.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/243.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/110636.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/10029.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/241.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/13.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/10.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/7.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/5.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/480.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/22.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1746.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/69.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/11.png
33
<1%
-
-
https://cdn.sofifa.org/teams/2/light/461.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/169.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/166.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/175.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/71.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/38.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/483.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/144.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/19.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1808.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1853.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/95.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1939.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1943.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/46.png
32
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1799.png
31
<1%
-
-
https://cdn.sofifa.org/teams/2/light/100409.png
31
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1809.png
31
<1%
-
-
https://cdn.sofifa.org/teams/2/light/59.png
31
<1%
-
-
https://cdn.sofifa.org/teams/2/light/457.png
31
<1%
-
-
https://cdn.sofifa.org/teams/2/light/448.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/112448.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/112387.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/109.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1806.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/101151.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/481.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1847.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1844.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/112389.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/101121.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1794.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/110831.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/469.png
30
<1%
-
-
https://cdn.sofifa.org/teams/2/light/1792.png
16,294
89%
-
-
(Other)
Value
MISSING:
---
431
2%
-
-
€1.1M
372
2%
-
-
€375K
354
2%
-
-
€425K
351
2%
-
-
€325K
343
2%
-
-
€450K
338
2%
-
-
€525K
325
2%
-
-
€350K
324
2%
-
-
€1.2M
323
2%
-
-
€400K
318
2%
-
-
€1M
296
2%
-
-
€475K
294
2%
-
-
€500K
293
2%
-
-
€600K
285
2%
-
-
€550K
270
1%
-
-
€675K
261
1%
-
-
€575K
260
1%
-
-
€1.3M
252
1%
-
-
€0
241
1%
-
-
€725K
240
1%
-
-
€300K
238
1%
-
-
€625K
225
1%
-
-
€650K
221
1%
-
-
€1.4M
219
1%
-
-
€750K
206
1%
-
-
€160K
203
1%
-
-
€700K
202
1%
-
-
€180K
201
1%
-
-
€130K
200
1%
-
-
€140K
197
1%
-
-
€825K
193
1%
-
-
€120K
190
1%
-
-
€900K
188
1%
-
-
€1.8M
187
1%
-
-
€5.5M
186
1%
-
-
€850K
184
1%
-
-
€775K
178
<1%
-
-
€100K
177
<1%
-
-
€200K
174
<1%
-
-
€110K
174
<1%
-
-
€875K
174
<1%
-
-
€150K
169
<1%
-
-
€7M
169
<1%
-
-
€6.5M
168
<1%
-
-
€170K
166
<1%
-
-
€220K
162
<1%
-
-
€950K
160
<1%
-
-
€800K
160
<1%
-
-
€6M
157
<1%
-
-
€270K
156
<1%
-
-
€250K
154
<1%
-
-
€1.6M
151
<1%
-
-
€2.4M
150
<1%
-
-
€60K
149
<1%
-
-
€260K
144
<1%
-
-
€925K
144
<1%
-
-
€190K
141
<1%
-
-
€230K
140
<1%
-
-
€210K
139
<1%
-
-
€70K
139
<1%
-
-
€240K
5,001
27%
-
-
(Other)
Wage
MISSING:
---
4,900
27%
-
-
€1K
2,827
16%
-
-
€2K
1,857
10%
-
-
€3K
1,255
7%
-
-
€4K
869
5%
-
-
€5K
682
4%
-
-
€6K
488
3%
-
-
€7K
423
2%
-
-
€8K
328
2%
-
-
€9K
319
2%
-
-
€10K
292
2%
-
-
€11K
256
1%
-
-
€12K
241
1%
-
-
€0
227
1%
-
-
€13K
200
1%
-
-
€15K
188
1%
-
-
€14K
161
<1%
-
-
€17K
152
<1%
-
-
€18K
136
<1%
-
-
€16K
134
<1%
-
-
€20K
130
<1%
-
-
€19K
128
<1%
-
-
€22K
111
<1%
-
-
€21K
102
<1%
-
-
€24K
95
<1%
-
-
€26K
92
<1%
-
-
€25K
90
<1%
-
-
€23K
62
<1%
-
-
€27K
61
<1%
-
-
€29K
60
<1%
-
-
€30K
60
<1%
-
-
€31K
58
<1%
-
-
€28K
55
<1%
-
-
€32K
49
<1%
-
-
€35K
45
<1%
-
-
€34K
43
<1%
-
-
€46K
42
<1%
-
-
€41K
41
<1%
-
-
€39K
38
<1%
-
-
€43K
36
<1%
-
-
€44K
36
<1%
-
-
€38K
33
<1%
-
-
€36K
33
<1%
-
-
€33K
32
<1%
-
-
€40K
29
<1%
-
-
€37K
26
<1%
-
-
€51K
26
<1%
-
-
€42K
26
<1%
-
-
€48K
25
<1%
-
-
€53K
23
<1%
-
-
€47K
23
<1%
-
-
€45K
20
<1%
-
-
€54K
20
<1%
-
-
€50K
18
<1%
-
-
€55K
18
<1%
-
-
€115K
17
<1%
-
-
€56K
15
<1%
-
-
€110K
15
<1%
-
-
€49K
13
<1%
-
-
€125K
13
<1%
-
-
€105K
413
2%
-
-
(Other)
Special
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

BallControl
0.91
ShortPassing
0.91
Dribbling
0.87
Crossing
0.87
Curve
0.85
LongPassing
0.85
LongShots
0.84
ShotPower
0.84
Positioning
0.82
FKAccuracy
0.81
Stamina
0.79
Volleys
0.77
Vision
0.76
Composure
0.75

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LCM
0.96
CM
0.96
RCM
0.96
LM
0.93
RM
0.93
LAM
0.92
CAM
0.92
RAM
0.92
LS
0.90
ST
0.90
RS
0.90
LWB
0.88
RWB
0.88
LDM
0.85
MOST FREQUENT VALUES

1745
47
0.3%
1628
46
0.3%
1728
46
0.3%
1655
42
0.2%
1740
42
0.2%
1667
41
0.2%
1649
41
0.2%
1691
41
0.2%
1599
40
0.2%
1694
40
0.2%
1748
40
0.2%
1638
40
0.2%
1620
40
0.2%
1713
39
0.2%
1575
39
0.2%
SMALLEST VALUES

731
1
<0.1%
738
1
<0.1%
752
2
<0.1%
755
1
<0.1%
757
1
<0.1%
760
1
<0.1%
770
1
<0.1%
771
1
<0.1%
772
1
<0.1%
773
1
<0.1%
774
2
<0.1%
775
1
<0.1%
778
1
<0.1%
780
2
<0.1%
783
1
<0.1%
LARGEST VALUES

2346
1
<0.1%
2281
1
<0.1%
2280
1
<0.1%
2279
2
<0.1%
2278
1
<0.1%
2265
1
<0.1%
2261
1
<0.1%
2259
1
<0.1%
2253
1
<0.1%
2247
1
<0.1%
2246
1
<0.1%
2245
1
<0.1%
2230
3
<0.1%
2228
1
<0.1%
2223
1
<0.1%
Preferred Foot
MISSING:
48
(<1%)
TOP CATEGORIES

Right
13,948
77%
Left
4,211
23%
ALL
18,159
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Preferred Foot
PROVIDES INFORMATION ON...

Real Face
0.06
International Reputation
0.05
Position
0.05
Skill Moves
0.02
Body Type
0.02
Weak Foot
0.02
Work Rate
0.01
Height
0.01
Contract Valid Until
0.01
Weight
0.01
LWB
0.01
RWB
0.01
LB
0.01
RB
0.01

THESE FEATURES
GIVE INFORMATION
ON Preferred Foot:

Position
0.24
Skill Moves
0.05
Weight
0.04
Height
0.04
Work Rate
0.04
Weak Foot
0.04
LWB
0.04
RWB
0.04
LB
0.04
RB
0.04
Body Type
0.03
LDM
0.03
CDM
0.03
RDM
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Preferred Foot
CORRELATION RATIO WITH...

Reactions
0.33
Jumping
0.27
Strength
0.26
Composure
0.26
SprintSpeed
0.25
Crossing
0.25
Acceleration
0.25
Balance
0.25
Agility
0.24
ShortPassing
0.22
Stamina
0.22
BallControl
0.21
Curve
0.21
LongPassing
0.20
International Reputation
MISSING:
48
(<1%)
TOP CATEGORIES

1.0
16,532
91%
2.0
1,261
7%
3.0
309
2%
4.0
51
<1%
5.0
6
<1%
ALL
18,159
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
International Reputation
PROVIDES INFORMATION ON...

Real Face
0.27
LCM
0.04
CM
0.04
RCM
0.04
Skill Moves
0.04
LAM
0.04
CAM
0.04
RAM
0.04
LS
0.04
ST
0.04
RS
0.04
LM
0.04
RM
0.04
LDM
0.04

THESE FEATURES
GIVE INFORMATION
ON International Reputation:

LCM
0.41
CM
0.41
RCM
0.41
LAM
0.40
CAM
0.40
RAM
0.40
LS
0.39
ST
0.39
RS
0.39
LM
0.39
RM
0.39
LDM
0.37
CDM
0.37
RDM
0.37

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
International Reputation
CORRELATION RATIO WITH...

Wage_Number
0.71
Reactions
0.54
Overall
0.51
Composure
0.46
Unnamed: 0
0.44
ID
0.38
Potential
0.37
Vision
0.34
ShortPassing
0.32
Special
0.30
LongPassing
0.30
Jumping
0.30
Strength
0.29
ShotPower
0.29
Weak Foot
MISSING:
48
(<1%)
TOP CATEGORIES

3.0
11,349
62%
2.0
3,761
21%
4.0
2,662
15%
5.0
229
1%
1.0
158
<1%
ALL
18,159
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Weak Foot
PROVIDES INFORMATION ON...

International Reputation
0.08
Skill Moves
0.07
Real Face
0.07
Preferred Foot
0.04
Position
0.03
Work Rate
0.03
LAM
0.03
CAM
0.03
RAM
0.03
LM
0.03
RM
0.03
LS
0.03
ST
0.03
RS
0.03

THESE FEATURES
GIVE INFORMATION
ON Weak Foot:

LAM
0.10
CAM
0.10
RAM
0.10
LM
0.10
RM
0.10
LS
0.09
ST
0.09
RS
0.09
Skill Moves
0.08
LCM
0.08
CM
0.08
RCM
0.08
Position
0.08
LDM
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Weak Foot
CORRELATION RATIO WITH...

BallControl
0.40
Reactions
0.39
Vision
0.39
Dribbling
0.39
ShortPassing
0.38
Volleys
0.38
LongShots
0.38
Finishing
0.38
Composure
0.37
Positioning
0.37
ShotPower
0.37
Curve
0.37
Agility
0.37
Penalties
0.37
Skill Moves
MISSING:
48
(<1%)
TOP CATEGORIES

2.0
8,565
47%
3.0
6,600
36%
1.0
2,026
11%
4.0
917
5%
5.0
51
<1%
ALL
18,159
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Skill Moves
PROVIDES INFORMATION ON...

LM
0.21
RM
0.21
LAM
0.20
CAM
0.20
RAM
0.20
Position
0.18
LS
0.18
ST
0.18
RS
0.18
LCM
0.16
CM
0.16
RCM
0.16
International Reputation
0.13
Real Face
0.12

THESE FEATURES
GIVE INFORMATION
ON Skill Moves:

LAM
0.65
CAM
0.65
RAM
0.65
LM
0.65
RM
0.65
LS
0.55
ST
0.55
RS
0.55
LCM
0.49
CM
0.49
RCM
0.49
Position
0.45
LB
0.37
RB
0.37

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Skill Moves
CORRELATION RATIO WITH...

GKDiving
0.98
GKReflexes
0.97
GKHandling
0.97
GKKicking
0.97
GKPositioning
0.97
BallControl
0.91
Dribbling
0.90
Positioning
0.83
ShortPassing
0.83
Special
0.82
Crossing
0.80
Curve
0.80
LongShots
0.79
HeadingAccuracy
0.78
Work Rate
MISSING:
48
(<1%)
TOP CATEGORIES

Medium/ Medium
9,810
54%
High/ Medium
3,173
17%
Medium/ High
1,690
9%
High/ High
1,015
6%
Medium/ Low
850
5%
High/ Low
699
4%
Low/ Medium
449
2%
Low/ High
439
2%
Low/ Low
34
<1%
ALL
18,159
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Work Rate
PROVIDES INFORMATION ON...

Skill Moves
0.14
Position
0.09
Real Face
0.08
International Reputation
0.07
LS
0.06
ST
0.06
RS
0.06
LM
0.05
RM
0.05
LB
0.05
RB
0.05
LAM
0.05
CAM
0.05
RAM
0.05

THESE FEATURES
GIVE INFORMATION
ON Work Rate:

Position
0.18
LS
0.13
ST
0.13
RS
0.13
LM
0.13
RM
0.13
LB
0.13
RB
0.13
LAM
0.13
CAM
0.13
RAM
0.13
LDM
0.12
CDM
0.12
RDM
0.12

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Work Rate
CORRELATION RATIO WITH...

Positioning
0.49
Finishing
0.48
SprintSpeed
0.46
Acceleration
0.46
Dribbling
0.46
Stamina
0.45
Agility
0.45
Volleys
0.45
LongShots
0.44
StandingTackle
0.44
Interceptions
0.43
Aggression
0.43
BallControl
0.43
SlidingTackle
0.43
Body Type
MISSING:
48
(<1%)
TOP CATEGORIES

Normal
10,595
58%
Lean
6,417
35%
Stocky
1,140
6%
Neymar
1
<1%
Courtois
1
<1%
Messi
1
<1%
C. Ronaldo
1
<1%
Shaqiri
1
<1%
PLAYER_BODY_TYPE_25
1
<1%
Akinfenwa
1
<1%
ALL
18,159
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Body Type
PROVIDES INFORMATION ON...

Real Face
0.06
International Reputation
0.06
Preferred Foot
0.03
Skill Moves
0.02
Weight
0.02
Weak Foot
0.02
Work Rate
0.02
Position
0.01
Height
0.01
Contract Valid Until
0.01
LDM
0.01
CDM
0.01
RDM
0.01
LB
0.01

THESE FEATURES
GIVE INFORMATION
ON Body Type:

Weight
0.08
Position
0.04
Skill Moves
0.03
Height
0.03
LDM
0.03
CDM
0.03
RDM
0.03
Work Rate
0.03
LB
0.02
RB
0.02
International Reputation
0.02
LM
0.02
RM
0.02
LS
0.02

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Body Type
CORRELATION RATIO WITH...

Strength
0.37
Reactions
0.34
Jumping
0.29
Wage_Number
0.28
Composure
0.26
Acceleration
0.26
Agility
0.26
SprintSpeed
0.25
Balance
0.25
ShortPassing
0.22
Age
0.21
Vision
0.21
Stamina
0.20
BallControl
0.20
Real Face
MISSING:
48
(<1%)
TOP CATEGORIES

No
16,505
91%
Yes
1,654
9%
ALL
18,159
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Real Face
PROVIDES INFORMATION ON...

International Reputation
0.23
Skill Moves
0.03
Preferred Foot
0.03
Weak Foot
0.02
Body Type
0.02
LCM
0.02
CM
0.02
RCM
0.02
Work Rate
0.02
LM
0.02
RM
0.02
LAM
0.02
CAM
0.02
RAM
0.02

THESE FEATURES
GIVE INFORMATION
ON Real Face:

International Reputation
0.27
LCM
0.22
CM
0.22
RCM
0.22
LAM
0.20
CAM
0.20
RAM
0.20
LM
0.20
RM
0.20
LS
0.19
ST
0.19
RS
0.19
LDM
0.19
CDM
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Real Face
CORRELATION RATIO WITH...

Wage_Number
0.50
Reactions
0.47
Overall
0.40
Composure
0.39
Unnamed: 0
0.36
Potential
0.32
Vision
0.29
Jumping
0.29
ShortPassing
0.29
Strength
0.28
LongPassing
0.26
BallControl
0.26
Special
0.24
ID
0.24
Position
MISSING:
60
(<1%)
TOP CATEGORIES

ST
2,152
12%
GK
2,025
11%
CB
1,778
10%
CM
1,394
8%
LB
1,322
7%
RB
1,291
7%
RM
1,124
6%
LM
1,095
6%
CAM
958
5%
CDM
948
5%
RCB
662
4%
LCB
648
4%
LCM
395
2%
RCM
391
2%
LW
381
2%
RW
370
2%
RDM
248
1%
(Other)
965
5%
ALL
18,147
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Position
PROVIDES INFORMATION ON...

Skill Moves
0.45
Preferred Foot
0.24
LB
0.20
RB
0.20
LDM
0.19
CDM
0.19
RDM
0.19
LWB
0.18
RWB
0.18
Work Rate
0.18
LAM
0.18
CAM
0.18
RAM
0.18
LS
0.18

THESE FEATURES
GIVE INFORMATION
ON Position:

LB
0.26
RB
0.26
LDM
0.24
CDM
0.24
RDM
0.24
LWB
0.23
RWB
0.23
LAM
0.23
CAM
0.23
RAM
0.23
LS
0.22
ST
0.22
RS
0.22
LM
0.22

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Position
CORRELATION RATIO WITH...

GKDiving
0.98
GKReflexes
0.97
GKHandling
0.97
GKKicking
0.97
GKPositioning
0.97
StandingTackle
0.89
SlidingTackle
0.89
Dribbling
0.89
BallControl
0.87
Positioning
0.87
Finishing
0.87
Marking
0.87
Interceptions
0.86
HeadingAccuracy
0.85
Jersey Number
MISSING:
60
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Age
-0.24
Overall
-0.22
Unnamed: 0
0.21
Reactions
-0.19
ID
0.18
Composure
-0.17
Interceptions
-0.16
Strength
-0.16
Aggression
-0.15
Marking
-0.14
Special
-0.13
StandingTackle
-0.13
Stamina
-0.13
SlidingTackle
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LDM
0.21
CDM
0.21
RDM
0.21
LWB
0.20
RWB
0.20
LB
0.20
RB
0.20
Position
0.17
LCM
0.15
CM
0.15
RCM
0.15
Weight
0.13
LM
0.12
RM
0.12
MOST FREQUENT VALUES

8.0
612
3.4%
7.0
604
3.3%
10.0
593
3.3%
11.0
590
3.3%
6.0
586
3.2%
5.0
579
3.2%
9.0
577
3.2%
4.0
573
3.2%
20.0
568
3.1%
1.0
566
3.1%
17.0
554
3.1%
3.0
547
3.0%
23.0
546
3.0%
18.0
545
3.0%
19.0
545
3.0%
SMALLEST VALUES

1.0
566
3.1%
2.0
519
2.9%
3.0
547
3.0%
4.0
573
3.2%
5.0
579
3.2%
6.0
586
3.2%
7.0
604
3.3%
8.0
612
3.4%
9.0
577
3.2%
10.0
593
3.3%
11.0
590
3.3%
12.0
390
2.1%
13.0
419
2.3%
14.0
542
3.0%
15.0
501
2.8%
LARGEST VALUES

99.0
70
0.4%
98.0
21
0.1%
97.0
16
<0.1%
96.0
13
<0.1%
95.0
12
<0.1%
94.0
11
<0.1%
93.0
14
<0.1%
92.0
10
<0.1%
91.0
21
0.1%
90.0
26
0.1%
89.0
15
<0.1%
88.0
44
0.2%
87.0
14
<0.1%
86.0
4
<0.1%
85.0
1
<0.1%
Joined
MISSING:
1,553
(9%)
1,538
9%
-
-
Jul 1, 2018
1,133
7%
-
-
Jul 1, 2017
635
4%
-
-
Jan 1, 2018
614
4%
-
-
Jul 1, 2016
368
2%
-
-
Jul 1, 2015
231
1%
-
-
Jan 1, 2017
226
1%
-
-
Jul 1, 2014
180
1%
-
-
Jan 1, 2016
156
<1%
-
-
Jul 1, 2013
143
<1%
-
-
Jan 1, 2015
142
<1%
-
-
Jul 23, 2018
137
<1%
-
-
Jul 2, 2018
118
<1%
-
-
Jul 1, 2012
110
<1%
-
-
Jan 31, 2018
108
<1%
-
-
Aug 31, 2018
96
<1%
-
-
Jan 1, 2014
95
<1%
-
-
Jan 1, 2012
92
<1%
-
-
Aug 31, 2017
88
<1%
-
-
Jul 1, 2011
82
<1%
-
-
Jul 10, 2018
76
<1%
-
-
Aug 9, 2018
73
<1%
-
-
Jul 13, 2018
72
<1%
-
-
Jan 1, 2013
71
<1%
-
-
Jul 6, 2018
71
<1%
-
-
Jul 3, 2018
67
<1%
-
-
Feb 7, 2018
65
<1%
-
-
Jan 31, 2017
62
<1%
-
-
Jul 5, 2018
60
<1%
-
-
Jan 5, 2018
58
<1%
-
-
Jul 4, 2018
58
<1%
-
-
Feb 1, 2018
57
<1%
-
-
Jul 9, 2018
57
<1%
-
-
Jul 4, 2017
55
<1%
-
-
Jul 11, 2018
54
<1%
-
-
Jul 1, 2010
54
<1%
-
-
Jul 16, 2018
53
<1%
-
-
Aug 31, 2016
53
<1%
-
-
Aug 1, 2018
53
<1%
-
-
Jul 7, 2017
51
<1%
-
-
Jul 12, 2018
51
<1%
-
-
Jul 24, 2018
51
<1%
-
-
Jul 3, 2017
49
<1%
-
-
Jul 12, 2017
49
<1%
-
-
Jan 6, 2017
49
<1%
-
-
Jul 13, 2017
49
<1%
-
-
Jan 1, 2011
48
<1%
-
-
Aug 8, 2018
48
<1%
-
-
Jul 17, 2018
48
<1%
-
-
Jul 31, 2018
47
<1%
-
-
Jul 21, 2017
47
<1%
-
-
Aug 7, 2018
47
<1%
-
-
Aug 17, 2018
46
<1%
-
-
Feb 1, 2017
46
<1%
-
-
Jul 17, 2017
45
<1%
-
-
Jul 25, 2018
44
<1%
-
-
Jul 5, 2017
44
<1%
-
-
Jul 6, 2017
44
<1%
-
-
Jul 20, 2018
43
<1%
-
-
Jul 10, 2017
43
<1%
-
-
Jun 1, 2018
8,204
49%
-
-
(Other)
Loaned From
MISSING:
16,943
(93%)
20
2%
-
-
Atalanta
18
1%
-
-
Sassuolo
17
1%
-
-
Juventus
17
1%
-
-
SL Benfica
14
1%
-
-
Sporting CP
12
<1%
-
-
Inter
12
<1%
-
-
Villarreal CF
12
<1%
-
-
Udinese
12
<1%
-
-
Leeds United
12
<1%
-
-
Liverpool
12
<1%
-
-
FC Red Bull Salzburg
12
<1%
-
-
Napoli
12
<1%
-
-
AS Monaco
12
<1%
-
-
Chelsea
12
<1%
-
-
Real Madrid
12
<1%
-
-
Watford
12
<1%
-
-
Manchester City
11
<1%
-
-
Sheffield United
11
<1%
-
-
Genoa
11
<1%
-
-
Aston Villa
11
<1%
-
-
Wolverhampton Wanderers
11
<1%
-
-
Racing Club
10
<1%
-
-
Everton
10
<1%
-
-
FC Porto
10
<1%
-
-
Atlético Madrid
10
<1%
-
-
Roma
10
<1%
-
-
Brighton & Hove Albion
9
<1%
-
-
Sampdoria
9
<1%
-
-
Al Hilal
9
<1%
-
-
Nottingham Forest
9
<1%
-
-
Manchester United
9
<1%
-
-
Southampton
9
<1%
-
-
Fiorentina
9
<1%
-
-
Málaga CF
9
<1%
-
-
Norwich City
9
<1%
-
-
Fulham
8
<1%
-
-
Bristol City
8
<1%
-
-
Tigres U.A.N.L.
8
<1%
-
-
Boca Juniors
8
<1%
-
-
KAA Gent
8
<1%
-
-
West Ham United
8
<1%
-
-
Atlético Nacional
8
<1%
-
-
Rangers FC
8
<1%
-
-
Bologna
8
<1%
-
-
Derby County
8
<1%
-
-
FC Barcelona
8
<1%
-
-
Pachuca
7
<1%
-
-
Universidad de Chile
7
<1%
-
-
Club América
7
<1%
-
-
Middlesbrough
7
<1%
-
-
Bournemouth
7
<1%
-
-
Torino
7
<1%
-
-
VfB Stuttgart
7
<1%
-
-
River Plate
7
<1%
-
-
FC Midtjylland
7
<1%
-
-
Sevilla FC
7
<1%
-
-
Universidad Católica
7
<1%
-
-
Chievo Verona
7
<1%
-
-
Deportivo Alavés
6
<1%
-
-
SC Braga
670
53%
-
-
(Other)
Contract Valid Until
MISSING:
289
(2%)
TOP CATEGORIES

2019
4,819
27%
2021
4,360
24%
2020
4,027
22%
2022
1,477
8%
2023
1,053
6%
Jun 30, 2019
931
5%
2018
886
5%
Dec 31, 2018
144
<1%
May 31, 2019
60
<1%
Jan 1, 2019
51
<1%
2024
23
<1%
Jun 30, 2020
14
<1%
Jan 31, 2019
13
<1%
2025
7
<1%
Jan 5, 2019
6
<1%
Jan 2, 2019
6
<1%
Jan 12, 2019
5
<1%
(Other)
36
<1%
ALL
17,918
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Contract Valid Until
PROVIDES INFORMATION ON...

Real Face
0.06
International Reputation
0.05
Preferred Foot
0.02
Skill Moves
0.02
Body Type
0.02
Weak Foot
0.02
LM
0.02
RM
0.02
LAM
0.02
CAM
0.02
RAM
0.02
LDM
0.01
CDM
0.01
RDM
0.01

THESE FEATURES
GIVE INFORMATION
ON Contract Valid Until:

LM
0.03
RM
0.03
LAM
0.03
CAM
0.03
RAM
0.03
LDM
0.03
CDM
0.03
RDM
0.03
LB
0.03
RB
0.03
LCM
0.03
CM
0.03
RCM
0.03
LWB
0.03

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Contract Valid Until
CORRELATION RATIO WITH...

Potential
0.36
Overall
0.24
Unnamed: 0
0.23
ID
0.23
Reactions
0.23
Wage_Number
0.22
Age
0.22
Composure
0.18
ShortPassing
0.17
BallControl
0.17
Vision
0.16
SprintSpeed
0.15
Dribbling
0.15
Special
0.15
Height
MISSING:
48
(<1%)
TOP CATEGORIES

6'0
2,881
16%
5'10
2,479
14%
5'9
2,238
12%
5'11
2,159
12%
6'2
2,015
11%
6'1
1,908
11%
6'3
990
5%
5'8
946
5%
5'7
905
5%
6'4
749
4%
5'6
316
2%
6'5
246
1%
5'5
145
<1%
6'6
93
<1%
5'4
30
<1%
6'7
21
<1%
5'3
18
<1%
(Other)
20
<1%
ALL
18,159
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Height
PROVIDES INFORMATION ON...

Weight
0.14
Skill Moves
0.12
Position
0.09
Real Face
0.06
International Reputation
0.05
LM
0.05
RM
0.05
LAM
0.05
CAM
0.05
RAM
0.05
LS
0.04
ST
0.04
RS
0.04
Preferred Foot
0.04

THESE FEATURES
GIVE INFORMATION
ON Height:

Weight
0.20
Position
0.11
LM
0.08
RM
0.08
LAM
0.07
CAM
0.07
RAM
0.07
LS
0.06
ST
0.06
RS
0.06
LCM
0.06
CM
0.06
RCM
0.06
Skill Moves
0.06

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Height
CORRELATION RATIO WITH...

Balance
0.80
Agility
0.65
Acceleration
0.59
Strength
0.59
Crossing
0.53
Dribbling
0.53
SprintSpeed
0.52
Curve
0.48
Positioning
0.48
BallControl
0.47
FKAccuracy
0.44
ShortPassing
0.43
Vision
0.42
LongShots
0.42
Weight
MISSING:
48
(<1%)
TOP CATEGORIES

165lbs
1,483
8%
154lbs
1,439
8%
176lbs
1,041
6%
172lbs
987
5%
159lbs
946
5%
161lbs
936
5%
163lbs
901
5%
170lbs
860
5%
168lbs
836
5%
174lbs
705
4%
150lbs
660
4%
157lbs
617
3%
181lbs
584
3%
183lbs
513
3%
179lbs
507
3%
152lbs
506
3%
143lbs
505
3%
(Other)
4,133
23%
ALL
18,159
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
Weight
PROVIDES INFORMATION ON...

Height
0.20
Skill Moves
0.09
Body Type
0.08
Position
0.08
International Reputation
0.07
Real Face
0.07
LM
0.05
RM
0.05
LAM
0.05
CAM
0.05
RAM
0.05
LS
0.05
ST
0.05
RS
0.05

THESE FEATURES
GIVE INFORMATION
ON Weight:

Height
0.14
Position
0.07
LM
0.06
RM
0.06
LAM
0.06
CAM
0.06
RAM
0.06
LDM
0.05
CDM
0.05
RDM
0.05
LS
0.05
ST
0.05
RS
0.05
LB
0.05

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
Weight
CORRELATION RATIO WITH...

Balance
0.69
Strength
0.66
Agility
0.58
Acceleration
0.53
SprintSpeed
0.47
Dribbling
0.46
Crossing
0.44
BallControl
0.40
Positioning
0.39
Curve
0.39
GKPositioning
0.38
ShortPassing
0.38
GKDiving
0.37
GKReflexes
0.37
LS
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
705
4%
60+2
695
4%
59+2
688
4%
63+2
667
4%
64+2
666
4%
58+2
661
4%
57+2
651
4%
62+2
623
4%
56+2
602
4%
54+2
571
4%
66+2
556
3%
65+2
553
3%
55+2
550
3%
53+2
543
3%
67+2
498
3%
52+2
498
3%
51+2
482
3%
(Other)
5,913
37%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LS
PROVIDES INFORMATION ON...

ST
1.00
RS
1.00
Skill Moves
0.55
International Reputation
0.39
LAM
0.38
CAM
0.38
RAM
0.38
LM
0.35
RM
0.35
LCM
0.28
CM
0.28
RCM
0.28
Position
0.22
Real Face
0.19

THESE FEATURES
GIVE INFORMATION
ON LS:

ST
1.00
RS
1.00
LAM
0.38
CAM
0.38
RAM
0.38
LM
0.35
RM
0.35
LCM
0.27
CM
0.27
RCM
0.27
LWB
0.19
RWB
0.19
LB
0.19
RB
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LS
CORRELATION RATIO WITH...

GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
BallControl
0.95
Positioning
0.94
Dribbling
0.94
Finishing
0.93
LongShots
0.92
ShotPower
0.91
Volleys
0.90
Special
0.90
ShortPassing
0.87
ST
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
705
4%
60+2
695
4%
59+2
688
4%
63+2
667
4%
64+2
666
4%
58+2
661
4%
57+2
651
4%
62+2
623
4%
56+2
602
4%
54+2
571
4%
66+2
556
3%
65+2
553
3%
55+2
550
3%
53+2
543
3%
67+2
498
3%
52+2
498
3%
51+2
482
3%
(Other)
5,913
37%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
ST
PROVIDES INFORMATION ON...

LS
1.00
RS
1.00
Skill Moves
0.55
International Reputation
0.39
LAM
0.38
CAM
0.38
RAM
0.38
LM
0.35
RM
0.35
LCM
0.28
CM
0.28
RCM
0.28
Position
0.22
Real Face
0.19

THESE FEATURES
GIVE INFORMATION
ON ST:

LS
1.00
RS
1.00
LAM
0.38
CAM
0.38
RAM
0.38
LM
0.35
RM
0.35
LCM
0.27
CM
0.27
RCM
0.27
LWB
0.19
RWB
0.19
LB
0.19
RB
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
ST
CORRELATION RATIO WITH...

GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
BallControl
0.95
Positioning
0.94
Dribbling
0.94
Finishing
0.93
LongShots
0.92
ShotPower
0.91
Volleys
0.90
Special
0.90
ShortPassing
0.87
RS
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
705
4%
60+2
695
4%
59+2
688
4%
63+2
667
4%
64+2
666
4%
58+2
661
4%
57+2
651
4%
62+2
623
4%
56+2
602
4%
54+2
571
4%
66+2
556
3%
65+2
553
3%
55+2
550
3%
53+2
543
3%
67+2
498
3%
52+2
498
3%
51+2
482
3%
(Other)
5,913
37%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RS
PROVIDES INFORMATION ON...

LS
1.00
ST
1.00
Skill Moves
0.55
International Reputation
0.39
LAM
0.38
CAM
0.38
RAM
0.38
LM
0.35
RM
0.35
LCM
0.28
CM
0.28
RCM
0.28
Position
0.22
Real Face
0.19

THESE FEATURES
GIVE INFORMATION
ON RS:

LS
1.00
ST
1.00
LAM
0.38
CAM
0.38
RAM
0.38
LM
0.35
RM
0.35
LCM
0.27
CM
0.27
RCM
0.27
LWB
0.19
RWB
0.19
LB
0.19
RB
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RS
CORRELATION RATIO WITH...

GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
BallControl
0.95
Positioning
0.94
Dribbling
0.94
Finishing
0.93
LongShots
0.92
ShotPower
0.91
Volleys
0.90
Special
0.90
ShortPassing
0.87
LW
MISSING:
2,085
(11%)
745
5%
-
-
63+2
705
4%
-
-
61+2
687
4%
-
-
62+2
678
4%
-
-
59+2
678
4%
-
-
60+2
677
4%
-
-
64+2
673
4%
-
-
65+2
626
4%
-
-
66+2
608
4%
-
-
57+2
604
4%
-
-
58+2
548
3%
-
-
55+2
544
3%
-
-
67+2
533
3%
-
-
68+2
529
3%
-
-
56+2
511
3%
-
-
54+2
436
3%
-
-
69+2
398
2%
-
-
53+2
397
2%
-
-
70+2
388
2%
-
-
52+2
347
2%
-
-
51+2
338
2%
-
-
71+2
331
2%
-
-
50+2
315
2%
-
-
49+2
271
2%
-
-
72+2
264
2%
-
-
48+2
241
1%
-
-
47+2
224
1%
-
-
73+2
214
1%
-
-
74+2
204
1%
-
-
45+2
195
1%
-
-
46+2
164
1%
-
-
43+2
156
<1%
-
-
42+2
155
<1%
-
-
41+2
149
<1%
-
-
44+2
140
<1%
-
-
75+2
134
<1%
-
-
40+2
124
<1%
-
-
39+2
119
<1%
-
-
38+2
96
<1%
-
-
37+2
91
<1%
-
-
76+2
86
<1%
-
-
36+2
82
<1%
-
-
35+2
68
<1%
-
-
77+2
65
<1%
-
-
34+2
47
<1%
-
-
33+2
42
<1%
-
-
78+2
36
<1%
-
-
32+2
31
<1%
-
-
79+2
27
<1%
-
-
76+3
27
<1%
-
-
31+2
25
<1%
-
-
79+3
22
<1%
-
-
80+3
20
<1%
-
-
82+3
19
<1%
-
-
77+3
17
<1%
-
-
80+2
16
<1%
-
-
81+2
16
<1%
-
-
81+3
14
<1%
-
-
78+3
13
<1%
-
-
30+2
12
<1%
-
-
74+3
200
1%
-
-
(Other)
LF
MISSING:
2,085
(11%)
713
4%
-
-
61+2
694
4%
-
-
63+2
686
4%
-
-
62+2
677
4%
-
-
60+2
676
4%
-
-
64+2
666
4%
-
-
59+2
637
4%
-
-
58+2
637
4%
-
-
65+2
602
4%
-
-
66+2
591
4%
-
-
57+2
546
3%
-
-
56+2
529
3%
-
-
68+2
513
3%
-
-
67+2
511
3%
-
-
55+2
493
3%
-
-
54+2
442
3%
-
-
53+2
422
3%
-
-
69+2
406
3%
-
-
52+2
402
2%
-
-
51+2
362
2%
-
-
70+2
355
2%
-
-
50+2
333
2%
-
-
71+2
318
2%
-
-
49+2
289
2%
-
-
72+2
265
2%
-
-
48+2
265
2%
-
-
47+2
255
2%
-
-
46+2
234
1%
-
-
45+2
215
1%
-
-
73+2
200
1%
-
-
44+2
187
1%
-
-
42+2
186
1%
-
-
74+2
169
1%
-
-
43+2
162
1%
-
-
40+2
131
<1%
-
-
41+2
123
<1%
-
-
38+2
119
<1%
-
-
39+2
111
<1%
-
-
75+2
91
<1%
-
-
36+2
88
<1%
-
-
37+2
76
<1%
-
-
76+2
70
<1%
-
-
77+2
65
<1%
-
-
35+2
49
<1%
-
-
34+2
43
<1%
-
-
78+2
43
<1%
-
-
33+2
35
<1%
-
-
31+2
27
<1%
-
-
79+2
27
<1%
-
-
78+3
25
<1%
-
-
32+2
25
<1%
-
-
79+3
23
<1%
-
-
76+3
21
<1%
-
-
81+3
20
<1%
-
-
80+3
18
<1%
-
-
80+2
17
<1%
-
-
77+3
16
<1%
-
-
82+3
14
<1%
-
-
81+2
14
<1%
-
-
73+3
13
<1%
-
-
71+3
180
1%
-
-
(Other)
CF
MISSING:
2,085
(11%)
713
4%
-
-
61+2
694
4%
-
-
63+2
686
4%
-
-
62+2
677
4%
-
-
60+2
676
4%
-
-
64+2
666
4%
-
-
59+2
637
4%
-
-
58+2
637
4%
-
-
65+2
602
4%
-
-
66+2
591
4%
-
-
57+2
546
3%
-
-
56+2
529
3%
-
-
68+2
513
3%
-
-
67+2
511
3%
-
-
55+2
493
3%
-
-
54+2
442
3%
-
-
53+2
422
3%
-
-
69+2
406
3%
-
-
52+2
402
2%
-
-
51+2
362
2%
-
-
70+2
355
2%
-
-
50+2
333
2%
-
-
71+2
318
2%
-
-
49+2
289
2%
-
-
72+2
265
2%
-
-
48+2
265
2%
-
-
47+2
255
2%
-
-
46+2
234
1%
-
-
45+2
215
1%
-
-
73+2
200
1%
-
-
44+2
187
1%
-
-
42+2
186
1%
-
-
74+2
169
1%
-
-
43+2
162
1%
-
-
40+2
131
<1%
-
-
41+2
123
<1%
-
-
38+2
119
<1%
-
-
39+2
111
<1%
-
-
75+2
91
<1%
-
-
36+2
88
<1%
-
-
37+2
76
<1%
-
-
76+2
70
<1%
-
-
77+2
65
<1%
-
-
35+2
49
<1%
-
-
34+2
43
<1%
-
-
78+2
43
<1%
-
-
33+2
35
<1%
-
-
31+2
27
<1%
-
-
79+2
27
<1%
-
-
78+3
25
<1%
-
-
32+2
25
<1%
-
-
79+3
23
<1%
-
-
76+3
21
<1%
-
-
81+3
20
<1%
-
-
80+3
18
<1%
-
-
80+2
17
<1%
-
-
77+3
16
<1%
-
-
82+3
14
<1%
-
-
81+2
14
<1%
-
-
73+3
13
<1%
-
-
71+3
180
1%
-
-
(Other)
RF
MISSING:
2,085
(11%)
713
4%
-
-
61+2
694
4%
-
-
63+2
686
4%
-
-
62+2
677
4%
-
-
60+2
676
4%
-
-
64+2
666
4%
-
-
59+2
637
4%
-
-
58+2
637
4%
-
-
65+2
602
4%
-
-
66+2
591
4%
-
-
57+2
546
3%
-
-
56+2
529
3%
-
-
68+2
513
3%
-
-
67+2
511
3%
-
-
55+2
493
3%
-
-
54+2
442
3%
-
-
53+2
422
3%
-
-
69+2
406
3%
-
-
52+2
402
2%
-
-
51+2
362
2%
-
-
70+2
355
2%
-
-
50+2
333
2%
-
-
71+2
318
2%
-
-
49+2
289
2%
-
-
72+2
265
2%
-
-
48+2
265
2%
-
-
47+2
255
2%
-
-
46+2
234
1%
-
-
45+2
215
1%
-
-
73+2
200
1%
-
-
44+2
187
1%
-
-
42+2
186
1%
-
-
74+2
169
1%
-
-
43+2
162
1%
-
-
40+2
131
<1%
-
-
41+2
123
<1%
-
-
38+2
119
<1%
-
-
39+2
111
<1%
-
-
75+2
91
<1%
-
-
36+2
88
<1%
-
-
37+2
76
<1%
-
-
76+2
70
<1%
-
-
77+2
65
<1%
-
-
35+2
49
<1%
-
-
34+2
43
<1%
-
-
78+2
43
<1%
-
-
33+2
35
<1%
-
-
31+2
27
<1%
-
-
79+2
27
<1%
-
-
78+3
25
<1%
-
-
32+2
25
<1%
-
-
79+3
23
<1%
-
-
76+3
21
<1%
-
-
81+3
20
<1%
-
-
80+3
18
<1%
-
-
80+2
17
<1%
-
-
77+3
16
<1%
-
-
82+3
14
<1%
-
-
81+2
14
<1%
-
-
73+3
13
<1%
-
-
71+3
180
1%
-
-
(Other)
RW
MISSING:
2,085
(11%)
745
5%
-
-
63+2
705
4%
-
-
61+2
687
4%
-
-
62+2
678
4%
-
-
59+2
678
4%
-
-
60+2
677
4%
-
-
64+2
673
4%
-
-
65+2
626
4%
-
-
66+2
608
4%
-
-
57+2
604
4%
-
-
58+2
548
3%
-
-
55+2
544
3%
-
-
67+2
533
3%
-
-
68+2
529
3%
-
-
56+2
511
3%
-
-
54+2
436
3%
-
-
69+2
398
2%
-
-
53+2
397
2%
-
-
70+2
388
2%
-
-
52+2
347
2%
-
-
51+2
338
2%
-
-
71+2
331
2%
-
-
50+2
315
2%
-
-
49+2
271
2%
-
-
72+2
264
2%
-
-
48+2
241
1%
-
-
47+2
224
1%
-
-
73+2
214
1%
-
-
74+2
204
1%
-
-
45+2
195
1%
-
-
46+2
164
1%
-
-
43+2
156
<1%
-
-
42+2
155
<1%
-
-
41+2
149
<1%
-
-
44+2
140
<1%
-
-
75+2
134
<1%
-
-
40+2
124
<1%
-
-
39+2
119
<1%
-
-
38+2
96
<1%
-
-
37+2
91
<1%
-
-
76+2
86
<1%
-
-
36+2
82
<1%
-
-
35+2
68
<1%
-
-
77+2
65
<1%
-
-
34+2
47
<1%
-
-
33+2
42
<1%
-
-
78+2
36
<1%
-
-
32+2
31
<1%
-
-
79+2
27
<1%
-
-
76+3
27
<1%
-
-
31+2
25
<1%
-
-
79+3
22
<1%
-
-
80+3
20
<1%
-
-
82+3
19
<1%
-
-
77+3
17
<1%
-
-
80+2
16
<1%
-
-
81+2
16
<1%
-
-
81+3
14
<1%
-
-
78+3
13
<1%
-
-
30+2
12
<1%
-
-
74+3
200
1%
-
-
(Other)
LAM
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
744
5%
62+2
722
4%
60+2
702
4%
63+2
675
4%
59+2
674
4%
58+2
668
4%
64+2
661
4%
65+2
643
4%
66+2
609
4%
57+2
607
4%
56+2
555
3%
67+2
550
3%
55+2
524
3%
54+2
488
3%
68+2
481
3%
53+2
441
3%
69+2
434
3%
(Other)
5,944
37%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LAM
PROVIDES INFORMATION ON...

CAM
1.00
RAM
1.00
Skill Moves
0.65
LM
0.54
RM
0.54
International Reputation
0.40
LS
0.38
ST
0.38
RS
0.38
LCM
0.37
CM
0.37
RCM
0.37
Position
0.23
LWB
0.21

THESE FEATURES
GIVE INFORMATION
ON LAM:

CAM
1.00
RAM
1.00
LM
0.53
RM
0.53
LS
0.38
ST
0.38
RS
0.38
LCM
0.36
CM
0.36
RCM
0.36
LWB
0.21
RWB
0.21
Skill Moves
0.20
LDM
0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LAM
CORRELATION RATIO WITH...

BallControl
0.97
Dribbling
0.97
GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
Positioning
0.93
Special
0.92
ShortPassing
0.91
LongShots
0.91
Curve
0.88
Vision
0.87
Crossing
0.87
CAM
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
744
5%
62+2
722
4%
60+2
702
4%
63+2
675
4%
59+2
674
4%
58+2
668
4%
64+2
661
4%
65+2
643
4%
66+2
609
4%
57+2
607
4%
56+2
555
3%
67+2
550
3%
55+2
524
3%
54+2
488
3%
68+2
481
3%
53+2
441
3%
69+2
434
3%
(Other)
5,944
37%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CAM
PROVIDES INFORMATION ON...

LAM
1.00
RAM
1.00
Skill Moves
0.65
LM
0.54
RM
0.54
International Reputation
0.40
LS
0.38
ST
0.38
RS
0.38
LCM
0.37
CM
0.37
RCM
0.37
Position
0.23
LWB
0.21

THESE FEATURES
GIVE INFORMATION
ON CAM:

LAM
1.00
RAM
1.00
LM
0.53
RM
0.53
LS
0.38
ST
0.38
RS
0.38
LCM
0.36
CM
0.36
RCM
0.36
LWB
0.21
RWB
0.21
Skill Moves
0.20
LDM
0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CAM
CORRELATION RATIO WITH...

BallControl
0.97
Dribbling
0.97
GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
Positioning
0.93
Special
0.92
ShortPassing
0.91
LongShots
0.91
Curve
0.88
Vision
0.87
Crossing
0.87
RAM
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
744
5%
62+2
722
4%
60+2
702
4%
63+2
675
4%
59+2
674
4%
58+2
668
4%
64+2
661
4%
65+2
643
4%
66+2
609
4%
57+2
607
4%
56+2
555
3%
67+2
550
3%
55+2
524
3%
54+2
488
3%
68+2
481
3%
53+2
441
3%
69+2
434
3%
(Other)
5,944
37%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RAM
PROVIDES INFORMATION ON...

LAM
1.00
CAM
1.00
Skill Moves
0.65
LM
0.54
RM
0.54
International Reputation
0.40
LS
0.38
ST
0.38
RS
0.38
LCM
0.37
CM
0.37
RCM
0.37
Position
0.23
LWB
0.21

THESE FEATURES
GIVE INFORMATION
ON RAM:

LAM
1.00
CAM
1.00
LM
0.53
RM
0.53
LS
0.38
ST
0.38
RS
0.38
LCM
0.36
CM
0.36
RCM
0.36
LWB
0.21
RWB
0.21
Skill Moves
0.20
LDM
0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RAM
CORRELATION RATIO WITH...

BallControl
0.97
Dribbling
0.97
GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
Positioning
0.93
Special
0.92
ShortPassing
0.91
LongShots
0.91
Curve
0.88
Vision
0.87
Crossing
0.87
LM
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
804
5%
62+2
757
5%
60+2
744
5%
63+2
742
5%
64+2
715
4%
65+2
701
4%
59+2
689
4%
66+2
665
4%
67+2
619
4%
57+2
608
4%
58+2
593
4%
56+2
580
4%
55+2
523
3%
68+2
512
3%
69+2
471
3%
54+2
463
3%
70+2
417
3%
(Other)
5,519
34%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LM
PROVIDES INFORMATION ON...

RM
1.00
Skill Moves
0.65
LAM
0.53
CAM
0.53
RAM
0.53
International Reputation
0.39
LS
0.35
ST
0.35
RS
0.35
LCM
0.34
CM
0.34
RCM
0.34
LWB
0.23
RWB
0.23

THESE FEATURES
GIVE INFORMATION
ON LM:

RM
1.00
LAM
0.54
CAM
0.54
RAM
0.54
LS
0.35
ST
0.35
RS
0.35
LCM
0.34
CM
0.34
RCM
0.34
LWB
0.23
RWB
0.23
LB
0.21
RB
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LM
CORRELATION RATIO WITH...

Dribbling
0.97
BallControl
0.96
GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
Special
0.93
Positioning
0.92
ShortPassing
0.90
Crossing
0.90
Curve
0.88
LongShots
0.88
ShotPower
0.84
LCM
MISSING:
2,085
(11%)
TOP CATEGORIES

58+2
762
5%
62+2
747
5%
60+2
743
5%
61+2
731
5%
59+2
726
5%
57+2
665
4%
56+2
654
4%
63+2
648
4%
55+2
645
4%
64+2
636
4%
53+2
631
4%
54+2
601
4%
65+2
546
3%
66+2
544
3%
52+2
525
3%
51+2
447
3%
50+2
433
3%
(Other)
5,438
34%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LCM
PROVIDES INFORMATION ON...

CM
1.00
RCM
1.00
Skill Moves
0.49
International Reputation
0.41
LAM
0.36
CAM
0.36
RAM
0.36
LM
0.34
RM
0.34
LS
0.27
ST
0.27
RS
0.27
LWB
0.25
RWB
0.25

THESE FEATURES
GIVE INFORMATION
ON LCM:

CM
1.00
RCM
1.00
LAM
0.37
CAM
0.37
RAM
0.37
LM
0.34
RM
0.34
LS
0.28
ST
0.28
RS
0.28
LDM
0.26
CDM
0.26
RDM
0.26
LWB
0.26

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LCM
CORRELATION RATIO WITH...

Special
0.96
BallControl
0.96
GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
ShortPassing
0.95
GKKicking
0.95
GKPositioning
0.95
Dribbling
0.91
LongPassing
0.90
Crossing
0.87
Positioning
0.84
Curve
0.84
LongShots
0.84
CM
MISSING:
2,085
(11%)
TOP CATEGORIES

58+2
762
5%
62+2
747
5%
60+2
743
5%
61+2
731
5%
59+2
726
5%
57+2
665
4%
56+2
654
4%
63+2
648
4%
55+2
645
4%
64+2
636
4%
53+2
631
4%
54+2
601
4%
65+2
546
3%
66+2
544
3%
52+2
525
3%
51+2
447
3%
50+2
433
3%
(Other)
5,438
34%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CM
PROVIDES INFORMATION ON...

LCM
1.00
RCM
1.00
Skill Moves
0.49
International Reputation
0.41
LAM
0.36
CAM
0.36
RAM
0.36
LM
0.34
RM
0.34
LS
0.27
ST
0.27
RS
0.27
LWB
0.25
RWB
0.25

THESE FEATURES
GIVE INFORMATION
ON CM:

LCM
1.00
RCM
1.00
LAM
0.37
CAM
0.37
RAM
0.37
LM
0.34
RM
0.34
LS
0.28
ST
0.28
RS
0.28
LDM
0.26
CDM
0.26
RDM
0.26
LWB
0.26

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CM
CORRELATION RATIO WITH...

Special
0.96
BallControl
0.96
GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
ShortPassing
0.95
GKKicking
0.95
GKPositioning
0.95
Dribbling
0.91
LongPassing
0.90
Crossing
0.87
Positioning
0.84
Curve
0.84
LongShots
0.84
RCM
MISSING:
2,085
(11%)
TOP CATEGORIES

58+2
762
5%
62+2
747
5%
60+2
743
5%
61+2
731
5%
59+2
726
5%
57+2
665
4%
56+2
654
4%
63+2
648
4%
55+2
645
4%
64+2
636
4%
53+2
631
4%
54+2
601
4%
65+2
546
3%
66+2
544
3%
52+2
525
3%
51+2
447
3%
50+2
433
3%
(Other)
5,438
34%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RCM
PROVIDES INFORMATION ON...

LCM
1.00
CM
1.00
Skill Moves
0.49
International Reputation
0.41
LAM
0.36
CAM
0.36
RAM
0.36
LM
0.34
RM
0.34
LS
0.27
ST
0.27
RS
0.27
LWB
0.25
RWB
0.25

THESE FEATURES
GIVE INFORMATION
ON RCM:

LCM
1.00
CM
1.00
LAM
0.37
CAM
0.37
RAM
0.37
LM
0.34
RM
0.34
LS
0.28
ST
0.28
RS
0.28
LDM
0.26
CDM
0.26
RDM
0.26
LWB
0.26

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RCM
CORRELATION RATIO WITH...

Special
0.96
BallControl
0.96
GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
ShortPassing
0.95
GKKicking
0.95
GKPositioning
0.95
Dribbling
0.91
LongPassing
0.90
Crossing
0.87
Positioning
0.84
Curve
0.84
LongShots
0.84
RM
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
804
5%
62+2
757
5%
60+2
744
5%
63+2
742
5%
64+2
715
4%
65+2
701
4%
59+2
689
4%
66+2
665
4%
67+2
619
4%
57+2
608
4%
58+2
593
4%
56+2
580
4%
55+2
523
3%
68+2
512
3%
69+2
471
3%
54+2
463
3%
70+2
417
3%
(Other)
5,519
34%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RM
PROVIDES INFORMATION ON...

LM
1.00
Skill Moves
0.65
LAM
0.53
CAM
0.53
RAM
0.53
International Reputation
0.39
LS
0.35
ST
0.35
RS
0.35
LCM
0.34
CM
0.34
RCM
0.34
LWB
0.23
RWB
0.23

THESE FEATURES
GIVE INFORMATION
ON RM:

LM
1.00
LAM
0.54
CAM
0.54
RAM
0.54
LS
0.35
ST
0.35
RS
0.35
LCM
0.34
CM
0.34
RCM
0.34
LWB
0.23
RWB
0.23
LB
0.21
RB
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RM
CORRELATION RATIO WITH...

Dribbling
0.97
BallControl
0.96
GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
Special
0.93
Positioning
0.92
ShortPassing
0.90
Crossing
0.90
Curve
0.88
LongShots
0.88
ShotPower
0.84
LWB
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
713
4%
60+2
697
4%
59+2
685
4%
56+2
679
4%
62+2
677
4%
57+2
629
4%
63+2
621
4%
53+2
609
4%
58+2
599
4%
64+2
584
4%
52+2
584
4%
55+2
581
4%
65+2
581
4%
54+2
562
3%
51+2
512
3%
66+2
483
3%
50+2
463
3%
(Other)
5,863
36%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LWB
PROVIDES INFORMATION ON...

RWB
1.00
LB
0.56
RB
0.56
LDM
0.42
CDM
0.42
RDM
0.42
Skill Moves
0.37
International Reputation
0.35
LCM
0.26
CM
0.26
RCM
0.26
Position
0.23
LM
0.23
RM
0.23

THESE FEATURES
GIVE INFORMATION
ON LWB:

RWB
1.00
LB
0.57
RB
0.57
LDM
0.43
CDM
0.43
RDM
0.43
LCM
0.25
CM
0.25
RCM
0.25
LM
0.23
RM
0.23
LAM
0.21
CAM
0.21
RAM
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LWB
CORRELATION RATIO WITH...

GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
Special
0.88
Interceptions
0.87
StandingTackle
0.87
BallControl
0.87
ShortPassing
0.87
SlidingTackle
0.85
Marking
0.85
Stamina
0.83
LongPassing
0.82
LDM
MISSING:
2,085
(11%)
TOP CATEGORIES

62+2
660
4%
61+2
620
4%
60+2
620
4%
64+2
592
4%
59+2
592
4%
63+2
573
4%
58+2
565
4%
65+2
539
3%
57+2
529
3%
66+2
524
3%
56+2
520
3%
54+2
505
3%
55+2
479
3%
53+2
471
3%
51+2
468
3%
49+2
448
3%
52+2
444
3%
(Other)
6,973
43%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LDM
PROVIDES INFORMATION ON...

CDM
1.00
RDM
1.00
LB
0.46
RB
0.46
LWB
0.43
RWB
0.43
International Reputation
0.37
Skill Moves
0.35
LCM
0.26
CM
0.26
RCM
0.26
Position
0.24
LAM
0.20
CAM
0.20

THESE FEATURES
GIVE INFORMATION
ON LDM:

CDM
1.00
RDM
1.00
LB
0.45
RB
0.45
LWB
0.42
RWB
0.42
LCM
0.25
CM
0.25
RCM
0.25
LAM
0.20
CAM
0.20
RAM
0.20
LM
0.19
RM
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LDM
CORRELATION RATIO WITH...

GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
Interceptions
0.92
StandingTackle
0.91
SlidingTackle
0.89
Marking
0.89
ShortPassing
0.87
BallControl
0.86
Special
0.85
LongPassing
0.83
Aggression
0.83
CDM
MISSING:
2,085
(11%)
TOP CATEGORIES

62+2
660
4%
61+2
620
4%
60+2
620
4%
64+2
592
4%
59+2
592
4%
63+2
573
4%
58+2
565
4%
65+2
539
3%
57+2
529
3%
66+2
524
3%
56+2
520
3%
54+2
505
3%
55+2
479
3%
53+2
471
3%
51+2
468
3%
49+2
448
3%
52+2
444
3%
(Other)
6,973
43%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
CDM
PROVIDES INFORMATION ON...

LDM
1.00
RDM
1.00
LB
0.46
RB
0.46
LWB
0.43
RWB
0.43
International Reputation
0.37
Skill Moves
0.35
LCM
0.26
CM
0.26
RCM
0.26
Position
0.24
LAM
0.20
CAM
0.20

THESE FEATURES
GIVE INFORMATION
ON CDM:

LDM
1.00
RDM
1.00
LB
0.45
RB
0.45
LWB
0.42
RWB
0.42
LCM
0.25
CM
0.25
RCM
0.25
LAM
0.20
CAM
0.20
RAM
0.20
LM
0.19
RM
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
CDM
CORRELATION RATIO WITH...

GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
Interceptions
0.92
StandingTackle
0.91
SlidingTackle
0.89
Marking
0.89
ShortPassing
0.87
BallControl
0.86
Special
0.85
LongPassing
0.83
Aggression
0.83
RDM
MISSING:
2,085
(11%)
TOP CATEGORIES

62+2
660
4%
61+2
620
4%
60+2
620
4%
64+2
592
4%
59+2
592
4%
63+2
573
4%
58+2
565
4%
65+2
539
3%
57+2
529
3%
66+2
524
3%
56+2
520
3%
54+2
505
3%
55+2
479
3%
53+2
471
3%
51+2
468
3%
49+2
448
3%
52+2
444
3%
(Other)
6,973
43%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RDM
PROVIDES INFORMATION ON...

LDM
1.00
CDM
1.00
LB
0.46
RB
0.46
LWB
0.43
RWB
0.43
International Reputation
0.37
Skill Moves
0.35
LCM
0.26
CM
0.26
RCM
0.26
Position
0.24
LAM
0.20
CAM
0.20

THESE FEATURES
GIVE INFORMATION
ON RDM:

LDM
1.00
CDM
1.00
LB
0.45
RB
0.45
LWB
0.42
RWB
0.42
LCM
0.25
CM
0.25
RCM
0.25
LAM
0.20
CAM
0.20
RAM
0.20
LM
0.19
RM
0.19

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RDM
CORRELATION RATIO WITH...

GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
Interceptions
0.92
StandingTackle
0.91
SlidingTackle
0.89
Marking
0.89
ShortPassing
0.87
BallControl
0.86
Special
0.85
LongPassing
0.83
Aggression
0.83
RWB
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
713
4%
60+2
697
4%
59+2
685
4%
56+2
679
4%
62+2
677
4%
57+2
629
4%
63+2
621
4%
53+2
609
4%
58+2
599
4%
64+2
584
4%
52+2
584
4%
55+2
581
4%
65+2
581
4%
54+2
562
3%
51+2
512
3%
66+2
483
3%
50+2
463
3%
(Other)
5,863
36%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RWB
PROVIDES INFORMATION ON...

LWB
1.00
LB
0.56
RB
0.56
LDM
0.42
CDM
0.42
RDM
0.42
Skill Moves
0.37
International Reputation
0.35
LCM
0.26
CM
0.26
RCM
0.26
Position
0.23
LM
0.23
RM
0.23

THESE FEATURES
GIVE INFORMATION
ON RWB:

LWB
1.00
LB
0.57
RB
0.57
LDM
0.43
CDM
0.43
RDM
0.43
LCM
0.25
CM
0.25
RCM
0.25
LM
0.23
RM
0.23
LAM
0.21
CAM
0.21
RAM
0.21

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RWB
CORRELATION RATIO WITH...

GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
Special
0.88
Interceptions
0.87
StandingTackle
0.87
BallControl
0.87
ShortPassing
0.87
SlidingTackle
0.85
Marking
0.85
Stamina
0.83
LongPassing
0.82
LB
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
669
4%
58+2
659
4%
59+2
653
4%
63+2
652
4%
64+2
646
4%
60+2
629
4%
62+2
600
4%
57+2
571
4%
65+2
568
4%
54+2
540
3%
56+2
532
3%
55+2
512
3%
66+2
503
3%
53+2
495
3%
51+2
492
3%
52+2
488
3%
67+2
472
3%
(Other)
6,441
40%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
LB
PROVIDES INFORMATION ON...

RB
1.00
LWB
0.57
RWB
0.57
LDM
0.45
CDM
0.45
RDM
0.45
Skill Moves
0.37
International Reputation
0.35
Position
0.26
LCM
0.23
CM
0.23
RCM
0.23
LM
0.21
RM
0.21

THESE FEATURES
GIVE INFORMATION
ON LB:

RB
1.00
LWB
0.56
RWB
0.56
LDM
0.46
CDM
0.46
RDM
0.46
LCM
0.23
CM
0.23
RCM
0.23
LM
0.21
RM
0.21
LAM
0.20
CAM
0.20
RAM
0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
LB
CORRELATION RATIO WITH...

GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
StandingTackle
0.93
Interceptions
0.93
SlidingTackle
0.92
Marking
0.89
BallControl
0.86
Special
0.85
ShortPassing
0.85
Stamina
0.82
Dribbling
0.81
LCB
MISSING:
2,085
(11%)
634
4%
-
-
63+2
618
4%
-
-
62+2
591
4%
-
-
64+2
580
4%
-
-
65+2
569
4%
-
-
61+2
533
3%
-
-
66+2
499
3%
-
-
60+2
477
3%
-
-
67+2
476
3%
-
-
68+2
475
3%
-
-
59+2
428
3%
-
-
57+2
418
3%
-
-
58+2
374
2%
-
-
56+2
370
2%
-
-
46+2
370
2%
-
-
45+2
359
2%
-
-
44+2
356
2%
-
-
69+2
356
2%
-
-
51+2
353
2%
-
-
43+2
345
2%
-
-
70+2
342
2%
-
-
47+2
339
2%
-
-
41+2
333
2%
-
-
53+2
331
2%
-
-
52+2
329
2%
-
-
55+2
328
2%
-
-
42+2
327
2%
-
-
48+2
326
2%
-
-
54+2
318
2%
-
-
40+2
317
2%
-
-
50+2
295
2%
-
-
49+2
294
2%
-
-
71+2
274
2%
-
-
72+2
270
2%
-
-
37+2
270
2%
-
-
39+2
264
2%
-
-
38+2
220
1%
-
-
36+2
191
1%
-
-
73+2
185
1%
-
-
35+2
156
<1%
-
-
74+2
156
<1%
-
-
34+2
134
<1%
-
-
33+2
118
<1%
-
-
75+2
107
<1%
-
-
32+2
71
<1%
-
-
76+2
67
<1%
-
-
31+2
57
<1%
-
-
30+2
57
<1%
-
-
77+2
28
<1%
-
-
78+2
27
<1%
-
-
79+2
22
<1%
-
-
29+2
20
<1%
-
-
81+2
15
<1%
-
-
81+3
14
<1%
-
-
79+3
14
<1%
-
-
54+3
13
<1%
-
-
80+2
13
<1%
-
-
78+3
13
<1%
-
-
28+2
12
<1%
-
-
55+3
12
<1%
-
-
75+3
262
2%
-
-
(Other)
CB
MISSING:
2,085
(11%)
634
4%
-
-
63+2
618
4%
-
-
62+2
591
4%
-
-
64+2
580
4%
-
-
65+2
569
4%
-
-
61+2
533
3%
-
-
66+2
499
3%
-
-
60+2
477
3%
-
-
67+2
476
3%
-
-
68+2
475
3%
-
-
59+2
428
3%
-
-
57+2
418
3%
-
-
58+2
374
2%
-
-
56+2
370
2%
-
-
46+2
370
2%
-
-
45+2
359
2%
-
-
44+2
356
2%
-
-
69+2
356
2%
-
-
51+2
353
2%
-
-
43+2
345
2%
-
-
70+2
342
2%
-
-
47+2
339
2%
-
-
41+2
333
2%
-
-
53+2
331
2%
-
-
52+2
329
2%
-
-
55+2
328
2%
-
-
42+2
327
2%
-
-
48+2
326
2%
-
-
54+2
318
2%
-
-
40+2
317
2%
-
-
50+2
295
2%
-
-
49+2
294
2%
-
-
71+2
274
2%
-
-
72+2
270
2%
-
-
37+2
270
2%
-
-
39+2
264
2%
-
-
38+2
220
1%
-
-
36+2
191
1%
-
-
73+2
185
1%
-
-
35+2
156
<1%
-
-
74+2
156
<1%
-
-
34+2
134
<1%
-
-
33+2
118
<1%
-
-
75+2
107
<1%
-
-
32+2
71
<1%
-
-
76+2
67
<1%
-
-
31+2
57
<1%
-
-
30+2
57
<1%
-
-
77+2
28
<1%
-
-
78+2
27
<1%
-
-
79+2
22
<1%
-
-
29+2
20
<1%
-
-
81+2
15
<1%
-
-
81+3
14
<1%
-
-
79+3
14
<1%
-
-
54+3
13
<1%
-
-
80+2
13
<1%
-
-
78+3
13
<1%
-
-
28+2
12
<1%
-
-
55+3
12
<1%
-
-
75+3
262
2%
-
-
(Other)
RCB
MISSING:
2,085
(11%)
634
4%
-
-
63+2
618
4%
-
-
62+2
591
4%
-
-
64+2
580
4%
-
-
65+2
569
4%
-
-
61+2
533
3%
-
-
66+2
499
3%
-
-
60+2
477
3%
-
-
67+2
476
3%
-
-
68+2
475
3%
-
-
59+2
428
3%
-
-
57+2
418
3%
-
-
58+2
374
2%
-
-
56+2
370
2%
-
-
46+2
370
2%
-
-
45+2
359
2%
-
-
44+2
356
2%
-
-
69+2
356
2%
-
-
51+2
353
2%
-
-
43+2
345
2%
-
-
70+2
342
2%
-
-
47+2
339
2%
-
-
41+2
333
2%
-
-
53+2
331
2%
-
-
52+2
329
2%
-
-
55+2
328
2%
-
-
42+2
327
2%
-
-
48+2
326
2%
-
-
54+2
318
2%
-
-
40+2
317
2%
-
-
50+2
295
2%
-
-
49+2
294
2%
-
-
71+2
274
2%
-
-
72+2
270
2%
-
-
37+2
270
2%
-
-
39+2
264
2%
-
-
38+2
220
1%
-
-
36+2
191
1%
-
-
73+2
185
1%
-
-
35+2
156
<1%
-
-
74+2
156
<1%
-
-
34+2
134
<1%
-
-
33+2
118
<1%
-
-
75+2
107
<1%
-
-
32+2
71
<1%
-
-
76+2
67
<1%
-
-
31+2
57
<1%
-
-
30+2
57
<1%
-
-
77+2
28
<1%
-
-
78+2
27
<1%
-
-
79+2
22
<1%
-
-
29+2
20
<1%
-
-
81+2
15
<1%
-
-
81+3
14
<1%
-
-
79+3
14
<1%
-
-
54+3
13
<1%
-
-
80+2
13
<1%
-
-
78+3
13
<1%
-
-
28+2
12
<1%
-
-
55+3
12
<1%
-
-
75+3
262
2%
-
-
(Other)
RB
MISSING:
2,085
(11%)
TOP CATEGORIES

61+2
669
4%
58+2
659
4%
59+2
653
4%
63+2
652
4%
64+2
646
4%
60+2
629
4%
62+2
600
4%
57+2
571
4%
65+2
568
4%
54+2
540
3%
56+2
532
3%
55+2
512
3%
66+2
503
3%
53+2
495
3%
51+2
492
3%
52+2
488
3%
67+2
472
3%
(Other)
6,441
40%
ALL
16,122
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
RB
PROVIDES INFORMATION ON...

LB
1.00
LWB
0.57
RWB
0.57
LDM
0.45
CDM
0.45
RDM
0.45
Skill Moves
0.37
International Reputation
0.35
Position
0.26
LCM
0.23
CM
0.23
RCM
0.23
LM
0.21
RM
0.21

THESE FEATURES
GIVE INFORMATION
ON RB:

LB
1.00
LWB
0.56
RWB
0.56
LDM
0.46
CDM
0.46
RDM
0.46
LCM
0.23
CM
0.23
RCM
0.23
LM
0.21
RM
0.21
LAM
0.20
CAM
0.20
RAM
0.20

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
RB
CORRELATION RATIO WITH...

GKDiving
0.95
GKReflexes
0.95
GKHandling
0.95
GKKicking
0.95
GKPositioning
0.95
StandingTackle
0.93
Interceptions
0.93
SlidingTackle
0.92
Marking
0.89
BallControl
0.86
Special
0.85
ShortPassing
0.85
Stamina
0.82
Dribbling
0.81
Crossing
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Special
0.87
Dribbling
0.86
BallControl
0.84
Curve
0.83
ShortPassing
0.81
Positioning
0.78
FKAccuracy
0.76
LongPassing
0.76
LongShots
0.74
ShotPower
0.71
Agility
0.70
Volleys
0.69
Vision
0.68
Stamina
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LM
0.90
RM
0.90
LCM
0.87
CM
0.87
RCM
0.87
LAM
0.87
CAM
0.87
RAM
0.87
Position
0.82
LS
0.82
ST
0.82
RS
0.82
LWB
0.81
RWB
0.81
MOST FREQUENT VALUES

65.0
528
2.9%
62.0
528
2.9%
60.0
518
2.9%
59.0
508
2.8%
64.0
497
2.7%
58.0
491
2.7%
63.0
465
2.6%
61.0
446
2.5%
55.0
431
2.4%
66.0
429
2.4%
68.0
425
2.3%
57.0
420
2.3%
56.0
414
2.3%
67.0
404
2.2%
54.0
389
2.1%
SMALLEST VALUES

5.0
1
<0.1%
6.0
3
<0.1%
7.0
9
<0.1%
8.0
23
0.1%
9.0
39
0.2%
10.0
147
0.8%
11.0
269
1.5%
12.0
267
1.5%
13.0
284
1.6%
14.0
265
1.5%
15.0
171
0.9%
16.0
93
0.5%
17.0
89
0.5%
18.0
119
0.7%
19.0
85
0.5%
LARGEST VALUES

93.0
1
<0.1%
92.0
1
<0.1%
91.0
4
<0.1%
90.0
3
<0.1%
89.0
2
<0.1%
88.0
3
<0.1%
87.0
5
<0.1%
86.0
16
<0.1%
85.0
10
<0.1%
84.0
18
<0.1%
83.0
30
0.2%
82.0
33
0.2%
81.0
32
0.2%
80.0
53
0.3%
79.0
71
0.4%
Finishing
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Positioning
0.89
Volleys
0.88
LongShots
0.88
Penalties
0.84
Dribbling
0.82
ShotPower
0.82
BallControl
0.79
Curve
0.76
Special
0.72
FKAccuracy
0.70
Vision
0.70
ShortPassing
0.66
Crossing
0.66
Agility
0.64

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LS
0.93
ST
0.93
RS
0.93
Position
0.87
LAM
0.87
CAM
0.87
RAM
0.87
LM
0.84
RM
0.84
Skill Moves
0.77
LCM
0.74
CM
0.74
RCM
0.74
LB
0.70
MOST FREQUENT VALUES

58.0
462
2.5%
59.0
433
2.4%
62.0
430
2.4%
60.0
427
2.4%
65.0
424
2.3%
66.0
401
2.2%
64.0
399
2.2%
57.0
384
2.1%
61.0
382
2.1%
55.0
374
2.1%
63.0
373
2.1%
67.0
345
1.9%
68.0
340
1.9%
56.0
336
1.9%
48.0
330
1.8%
SMALLEST VALUES

2.0
2
<0.1%
4.0
5
<0.1%
5.0
80
0.4%
6.0
95
0.5%
7.0
115
0.6%
8.0
142
0.8%
9.0
163
0.9%
10.0
140
0.8%
11.0
189
1.0%
12.0
221
1.2%
13.0
188
1.0%
14.0
174
1.0%
15.0
169
0.9%
16.0
150
0.8%
17.0
172
0.9%
LARGEST VALUES

95.0
1
<0.1%
94.0
2
<0.1%
93.0
2
<0.1%
92.0
1
<0.1%
91.0
2
<0.1%
90.0
3
<0.1%
89.0
2
<0.1%
88.0
7
<0.1%
87.0
8
<0.1%
86.0
9
<0.1%
85.0
10
<0.1%
84.0
20
0.1%
83.0
18
<0.1%
82.0
15
<0.1%
81.0
29
0.2%
HeadingAccuracy
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GKDiving
-0.75
GKHandling
-0.75
GKReflexes
-0.75
GKKicking
-0.75
GKPositioning
-0.74
Aggression
0.69
BallControl
0.66
Special
0.64
ShortPassing
0.64
Stamina
0.63
ShotPower
0.61
Marking
0.58
StandingTackle
0.56
Penalties
0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Position
0.85
LDM
0.81
CDM
0.81
RDM
0.81
LB
0.81
RB
0.81
LS
0.81
ST
0.81
RS
0.81
LWB
0.80
RWB
0.80
LM
0.79
RM
0.79
LAM
0.79
MOST FREQUENT VALUES

58.0
646
3.6%
59.0
572
3.1%
60.0
571
3.1%
55.0
565
3.1%
62.0
528
2.9%
65.0
510
2.8%
61.0
485
2.7%
64.0
483
2.7%
54.0
481
2.6%
57.0
471
2.6%
68.0
464
2.6%
53.0
450
2.5%
63.0
447
2.5%
56.0
436
2.4%
52.0
429
2.4%
SMALLEST VALUES

4.0
2
<0.1%
5.0
3
<0.1%
6.0
2
<0.1%
7.0
7
<0.1%
8.0
20
0.1%
9.0
31
0.2%
10.0
148
0.8%
11.0
231
1.3%
12.0
259
1.4%
13.0
295
1.6%
14.0
274
1.5%
15.0
159
0.9%
16.0
120
0.7%
17.0
93
0.5%
18.0
102
0.6%
LARGEST VALUES

94.0
2
<0.1%
93.0
3
<0.1%
92.0
3
<0.1%
91.0
4
<0.1%
90.0
6
<0.1%
89.0
4
<0.1%
88.0
2
<0.1%
87.0
7
<0.1%
86.0
12
<0.1%
85.0
19
0.1%
84.0
26
0.1%
83.0
39
0.2%
82.0
36
0.2%
81.0
45
0.2%
80.0
88
0.5%
ShortPassing
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

BallControl
0.91
Special
0.91
LongPassing
0.90
Dribbling
0.84
Crossing
0.81
Curve
0.78
ShotPower
0.77
LongShots
0.76
Positioning
0.76
FKAccuracy
0.74
GKDiving
-0.73
GKReflexes
-0.73
GKHandling
-0.73
GKKicking
-0.72

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LCM
0.95
CM
0.95
RCM
0.95
LAM
0.91
CAM
0.91
RAM
0.91
LM
0.90
RM
0.90
LS
0.87
ST
0.87
RS
0.87
LDM
0.87
CDM
0.87
RDM
0.87
MOST FREQUENT VALUES

64.0
876
4.8%
65.0
789
4.3%
62.0
763
4.2%
63.0
742
4.1%
68.0
735
4.0%
66.0
729
4.0%
67.0
699
3.8%
60.0
627
3.5%
70.0
590
3.2%
58.0
577
3.2%
61.0
545
3.0%
69.0
544
3.0%
59.0
543
3.0%
72.0
489
2.7%
57.0
451
2.5%
SMALLEST VALUES

7.0
2
<0.1%
8.0
1
<0.1%
11.0
7
<0.1%
12.0
18
<0.1%
13.0
12
<0.1%
14.0
16
<0.1%
15.0
46
0.3%
16.0
37
0.2%
17.0
47
0.3%
18.0
53
0.3%
19.0
59
0.3%
20.0
65
0.4%
21.0
65
0.4%
22.0
84
0.5%
23.0
129
0.7%
LARGEST VALUES

93.0
2
<0.1%
92.0
2
<0.1%
91.0
1
<0.1%
90.0
7
<0.1%
89.0
9
<0.1%
88.0
6
<0.1%
87.0
6
<0.1%
86.0
18
<0.1%
85.0
26
0.1%
84.0
48
0.3%
83.0
44
0.2%
82.0
67
0.4%
81.0
67
0.4%
80.0
110
0.6%
79.0
129
0.7%
Volleys
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Finishing
0.88
LongShots
0.87
Positioning
0.85
ShotPower
0.83
Penalties
0.83
Dribbling
0.81
Curve
0.81
BallControl
0.79
Special
0.77
FKAccuracy
0.75
Vision
0.70
ShortPassing
0.70
Crossing
0.69
Agility
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LS
0.90
ST
0.90
RS
0.90
LAM
0.86
CAM
0.86
RAM
0.86
LM
0.83
RM
0.83
Position
0.79
Skill Moves
0.77
LCM
0.76
CM
0.76
RCM
0.76
LB
0.68
MOST FREQUENT VALUES

49.0
402
2.2%
59.0
387
2.1%
48.0
387
2.1%
58.0
382
2.1%
45.0
374
2.1%
42.0
369
2.0%
43.0
368
2.0%
55.0
359
2.0%
52.0
357
2.0%
54.0
354
1.9%
32.0
351
1.9%
56.0
349
1.9%
34.0
348
1.9%
40.0
347
1.9%
47.0
346
1.9%
SMALLEST VALUES

4.0
7
<0.1%
5.0
90
0.5%
6.0
101
0.6%
7.0
110
0.6%
8.0
137
0.8%
9.0
144
0.8%
10.0
102
0.6%
11.0
160
0.9%
12.0
210
1.2%
13.0
206
1.1%
14.0
176
1.0%
15.0
161
0.9%
16.0
118
0.6%
17.0
120
0.7%
18.0
135
0.7%
LARGEST VALUES

90.0
5
<0.1%
89.0
1
<0.1%
88.0
3
<0.1%
87.0
5
<0.1%
86.0
7
<0.1%
85.0
11
<0.1%
84.0
13
<0.1%
83.0
11
<0.1%
82.0
18
<0.1%
81.0
22
0.1%
80.0
26
0.1%
79.0
25
0.1%
78.0
30
0.2%
77.0
46
0.3%
76.0
79
0.4%
Dribbling
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

BallControl
0.94
Positioning
0.90
Special
0.87
Crossing
0.86
ShortPassing
0.84
LongShots
0.84
Curve
0.84
Finishing
0.82
Volleys
0.81
ShotPower
0.80
Penalties
0.77
Agility
0.77
GKDiving
-0.75
GKReflexes
-0.75

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LM
0.97
RM
0.97
LAM
0.97
CAM
0.97
RAM
0.97
LS
0.94
ST
0.94
RS
0.94
LCM
0.91
CM
0.91
RCM
0.91
Skill Moves
0.90
Position
0.89
LWB
0.82
MOST FREQUENT VALUES

64.0
717
3.9%
65.0
666
3.7%
63.0
662
3.6%
66.0
657
3.6%
62.0
637
3.5%
68.0
629
3.5%
67.0
619
3.4%
60.0
534
2.9%
59.0
526
2.9%
61.0
524
2.9%
58.0
503
2.8%
69.0
479
2.6%
57.0
470
2.6%
70.0
457
2.5%
71.0
443
2.4%
SMALLEST VALUES

4.0
4
<0.1%
5.0
23
0.1%
6.0
38
0.2%
7.0
59
0.3%
8.0
72
0.4%
9.0
73
0.4%
10.0
119
0.7%
11.0
194
1.1%
12.0
232
1.3%
13.0
224
1.2%
14.0
221
1.2%
15.0
142
0.8%
16.0
145
0.8%
17.0
103
0.6%
18.0
94
0.5%
LARGEST VALUES

97.0
1
<0.1%
96.0
1
<0.1%
95.0
1
<0.1%
94.0
1
<0.1%
93.0
1
<0.1%
92.0
3
<0.1%
91.0
4
<0.1%
90.0
12
<0.1%
89.0
8
<0.1%
88.0
18
<0.1%
87.0
29
0.2%
86.0
39
0.2%
85.0
34
0.2%
84.0
50
0.3%
83.0
56
0.3%
Curve
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

FKAccuracy
0.86
Special
0.85
Dribbling
0.84
LongShots
0.84
Crossing
0.83
BallControl
0.83
Positioning
0.81
Volleys
0.81
ShotPower
0.79
ShortPassing
0.78
Finishing
0.76
Penalties
0.75
Vision
0.74
LongPassing
0.71

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LAM
0.88
CAM
0.88
RAM
0.88
LM
0.88
RM
0.88
LS
0.85
ST
0.85
RS
0.85
LCM
0.84
CM
0.84
RCM
0.84
Skill Moves
0.80
Position
0.76
LWB
0.70
MOST FREQUENT VALUES

58.0
400
2.2%
48.0
393
2.2%
45.0
391
2.2%
60.0
376
2.1%
49.0
369
2.0%
64.0
368
2.0%
55.0
367
2.0%
42.0
363
2.0%
65.0
361
2.0%
59.0
352
1.9%
62.0
351
1.9%
53.0
349
1.9%
57.0
341
1.9%
54.0
336
1.9%
52.0
335
1.8%
SMALLEST VALUES

6.0
4
<0.1%
7.0
4
<0.1%
8.0
11
<0.1%
9.0
41
0.2%
10.0
147
0.8%
11.0
218
1.2%
12.0
259
1.4%
13.0
289
1.6%
14.0
244
1.3%
15.0
165
0.9%
16.0
141
0.8%
17.0
106
0.6%
18.0
109
0.6%
19.0
114
0.6%
20.0
128
0.7%
LARGEST VALUES

94.0
1
<0.1%
93.0
1
<0.1%
92.0
1
<0.1%
91.0
1
<0.1%
90.0
6
<0.1%
89.0
4
<0.1%
88.0
10
<0.1%
87.0
9
<0.1%
86.0
20
0.1%
85.0
25
0.1%
84.0
35
0.2%
83.0
49
0.3%
82.0
63
0.3%
81.0
53
0.3%
80.0
93
0.5%
FKAccuracy
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Curve
0.86
Special
0.81
LongShots
0.80
Crossing
0.76
BallControl
0.76
ShotPower
0.75
Dribbling
0.75
Volleys
0.75
ShortPassing
0.74
Penalties
0.73
Positioning
0.73
Vision
0.72
LongPassing
0.70
Finishing
0.70

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LAM
0.82
CAM
0.82
RAM
0.82
LM
0.81
RM
0.81
LCM
0.80
CM
0.80
RCM
0.80
LS
0.78
ST
0.78
RS
0.78
Skill Moves
0.73
Position
0.70
LWB
0.65
MOST FREQUENT VALUES

42.0
485
2.7%
40.0
479
2.6%
32.0
473
2.6%
35.0
458
2.5%
39.0
441
2.4%
34.0
437
2.4%
30.0
423
2.3%
38.0
407
2.2%
31.0
395
2.2%
33.0
393
2.2%
41.0
390
2.1%
36.0
376
2.1%
45.0
372
2.0%
29.0
370
2.0%
37.0
369
2.0%
SMALLEST VALUES

3.0
1
<0.1%
4.0
1
<0.1%
6.0
3
<0.1%
7.0
8
<0.1%
8.0
20
0.1%
9.0
33
0.2%
10.0
129
0.7%
11.0
235
1.3%
12.0
314
1.7%
13.0
309
1.7%
14.0
242
1.3%
15.0
176
1.0%
16.0
112
0.6%
17.0
100
0.6%
18.0
116
0.6%
LARGEST VALUES

94.0
1
<0.1%
93.0
1
<0.1%
92.0
1
<0.1%
91.0
1
<0.1%
90.0
2
<0.1%
88.0
3
<0.1%
87.0
5
<0.1%
86.0
11
<0.1%
85.0
8
<0.1%
84.0
17
<0.1%
83.0
20
0.1%
82.0
28
0.2%
81.0
26
0.1%
80.0
39
0.2%
79.0
47
0.3%
LongPassing
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ShortPassing
0.90
Special
0.85
BallControl
0.79
Crossing
0.76
Dribbling
0.72
Curve
0.71
FKAccuracy
0.70
Vision
0.70
ShotPower
0.67
LongShots
0.67
Composure
0.65
Stamina
0.64
Positioning
0.61
Interceptions
0.60

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LCM
0.90
CM
0.90
RCM
0.90
LDM
0.83
CDM
0.83
RDM
0.83
LWB
0.82
RWB
0.82
LAM
0.80
CAM
0.80
RAM
0.80
LM
0.80
RM
0.80
LB
0.79
MOST FREQUENT VALUES

62.0
625
3.4%
59.0
603
3.3%
58.0
602
3.3%
63.0
598
3.3%
60.0
593
3.3%
64.0
565
3.1%
65.0
557
3.1%
55.0
537
3.0%
57.0
510
2.8%
61.0
508
2.8%
66.0
489
2.7%
56.0
473
2.6%
54.0
464
2.6%
53.0
449
2.5%
68.0
433
2.4%
SMALLEST VALUES

9.0
3
<0.1%
10.0
3
<0.1%
11.0
11
<0.1%
12.0
18
<0.1%
13.0
22
0.1%
14.0
18
<0.1%
15.0
52
0.3%
16.0
73
0.4%
17.0
72
0.4%
18.0
88
0.5%
19.0
77
0.4%
20.0
106
0.6%
21.0
132
0.7%
22.0
184
1.0%
23.0
156
0.9%
LARGEST VALUES

93.0
1
<0.1%
91.0
1
<0.1%
90.0
2
<0.1%
89.0
4
<0.1%
88.0
2
<0.1%
87.0
9
<0.1%
86.0
3
<0.1%
85.0
12
<0.1%
84.0
10
<0.1%
83.0
24
0.1%
82.0
25
0.1%
81.0
28
0.2%
80.0
53
0.3%
79.0
57
0.3%
78.0
88
0.5%
BallControl
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Dribbling
0.94
Special
0.91
ShortPassing
0.91
Positioning
0.86
Crossing
0.84
LongShots
0.84
ShotPower
0.83
Curve
0.83
Volleys
0.79
LongPassing
0.79
GKDiving
-0.79
Finishing
0.79
GKReflexes
-0.79
GKHandling
-0.79

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LAM
0.97
CAM
0.97
RAM
0.97
LM
0.96
RM
0.96
LCM
0.96
CM
0.96
RCM
0.96
LS
0.95
ST
0.95
RS
0.95
Skill Moves
0.91
Position
0.87
LWB
0.87
MOST FREQUENT VALUES

65.0
807
4.4%
64.0
778
4.3%
66.0
733
4.0%
62.0
732
4.0%
68.0
721
4.0%
63.0
711
3.9%
67.0
704
3.9%
60.0
642
3.5%
70.0
634
3.5%
61.0
589
3.2%
69.0
579
3.2%
58.0
528
2.9%
72.0
498
2.7%
59.0
498
2.7%
71.0
472
2.6%
SMALLEST VALUES

5.0
1
<0.1%
8.0
2
<0.1%
9.0
5
<0.1%
10.0
47
0.3%
11.0
59
0.3%
12.0
94
0.5%
13.0
75
0.4%
14.0
93
0.5%
15.0
110
0.6%
16.0
109
0.6%
17.0
113
0.6%
18.0
153
0.8%
19.0
134
0.7%
20.0
142
0.8%
21.0
120
0.7%
LARGEST VALUES

96.0
1
<0.1%
95.0
2
<0.1%
94.0
3
<0.1%
93.0
2
<0.1%
92.0
4
<0.1%
91.0
5
<0.1%
90.0
10
<0.1%
89.0
9
<0.1%
88.0
15
<0.1%
87.0
15
<0.1%
86.0
29
0.2%
85.0
42
0.2%
84.0
50
0.3%
83.0
73
0.4%
82.0
71
0.4%
Acceleration
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

SprintSpeed
0.92
Agility
0.81
Dribbling
0.75
Balance
0.71
Positioning
0.68
BallControl
0.68
Crossing
0.67
Special
0.65
Stamina
0.61
Curve
0.61
Finishing
0.61
GKHandling
-0.59
GKReflexes
-0.59
GKDiving
-0.59

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Position
0.76
LM
0.76
RM
0.76
LAM
0.73
CAM
0.73
RAM
0.73
Skill Moves
0.72
LS
0.71
ST
0.71
RS
0.71
LCM
0.67
CM
0.67
RCM
0.67
LB
0.66
MOST FREQUENT VALUES

69.0
759
4.2%
68.0
741
4.1%
67.0
685
3.8%
74.0
614
3.4%
66.0
608
3.3%
65.0
568
3.1%
75.0
568
3.1%
72.0
549
3.0%
78.0
528
2.9%
73.0
527
2.9%
76.0
523
2.9%
64.0
508
2.8%
71.0
498
2.7%
77.0
488
2.7%
70.0
483
2.7%
SMALLEST VALUES

12.0
1
<0.1%
13.0
2
<0.1%
14.0
3
<0.1%
15.0
17
<0.1%
16.0
13
<0.1%
17.0
24
0.1%
18.0
22
0.1%
19.0
19
0.1%
20.0
32
0.2%
21.0
32
0.2%
22.0
32
0.2%
23.0
32
0.2%
24.0
29
0.2%
25.0
43
0.2%
26.0
40
0.2%
LARGEST VALUES

97.0
2
<0.1%
96.0
2
<0.1%
95.0
8
<0.1%
94.0
25
0.1%
93.0
41
0.2%
92.0
56
0.3%
91.0
91
0.5%
90.0
126
0.7%
89.0
104
0.6%
88.0
110
0.6%
87.0
140
0.8%
86.0
164
0.9%
85.0
178
1.0%
84.0
222
1.2%
83.0
209
1.2%
SprintSpeed
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Acceleration
0.92
Agility
0.76
Dribbling
0.73
Positioning
0.67
BallControl
0.66
Special
0.65
Crossing
0.65
Balance
0.64
Stamina
0.62
GKHandling
-0.60
GKReflexes
-0.60
GKDiving
-0.60
GKKicking
-0.60
GKPositioning
-0.60

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Position
0.75
LM
0.74
RM
0.74
LAM
0.72
CAM
0.72
RAM
0.72
Skill Moves
0.71
LS
0.71
ST
0.71
RS
0.71
LCM
0.67
CM
0.67
RCM
0.67
LB
0.66
MOST FREQUENT VALUES

68.0
744
4.1%
69.0
730
4.0%
67.0
705
3.9%
66.0
623
3.4%
65.0
614
3.4%
72.0
604
3.3%
75.0
584
3.2%
73.0
576
3.2%
74.0
554
3.1%
70.0
529
2.9%
76.0
529
2.9%
64.0
527
2.9%
77.0
520
2.9%
71.0
512
2.8%
63.0
474
2.6%
SMALLEST VALUES

12.0
1
<0.1%
13.0
1
<0.1%
14.0
1
<0.1%
15.0
18
<0.1%
16.0
19
0.1%
17.0
15
<0.1%
18.0
20
0.1%
19.0
11
<0.1%
20.0
27
0.1%
21.0
23
0.1%
22.0
29
0.2%
23.0
36
0.2%
24.0
36
0.2%
25.0
27
0.1%
26.0
51
0.3%
LARGEST VALUES

96.0
3
<0.1%
95.0
5
<0.1%
94.0
17
<0.1%
93.0
43
0.2%
92.0
58
0.3%
91.0
73
0.4%
90.0
131
0.7%
89.0
80
0.4%
88.0
109
0.6%
87.0
125
0.7%
86.0
162
0.9%
85.0
200
1.1%
84.0
205
1.1%
83.0
238
1.3%
82.0
246
1.4%
Agility
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Acceleration
0.81
Balance
0.77
Dribbling
0.77
SprintSpeed
0.76
Positioning
0.71
BallControl
0.70
Special
0.70
Crossing
0.70
Curve
0.68
LongShots
0.65
Finishing
0.64
Volleys
0.62
ShortPassing
0.61
Vision
0.60

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LM
0.78
RM
0.78
LAM
0.76
CAM
0.76
RAM
0.76
Position
0.74
Skill Moves
0.72
LS
0.71
ST
0.71
RS
0.71
LCM
0.68
CM
0.68
RCM
0.68
Height
0.65
MOST FREQUENT VALUES

68.0
601
3.3%
70.0
568
3.1%
72.0
565
3.1%
69.0
556
3.1%
66.0
550
3.0%
71.0
543
3.0%
67.0
542
3.0%
73.0
536
3.0%
74.0
522
2.9%
65.0
521
2.9%
64.0
500
2.8%
75.0
498
2.7%
63.0
482
2.7%
62.0
468
2.6%
77.0
466
2.6%
SMALLEST VALUES

14.0
1
<0.1%
15.0
1
<0.1%
18.0
4
<0.1%
19.0
6
<0.1%
20.0
2
<0.1%
21.0
15
<0.1%
22.0
38
0.2%
23.0
29
0.2%
24.0
24
0.1%
25.0
41
0.2%
26.0
31
0.2%
27.0
26
0.1%
28.0
51
0.3%
29.0
52
0.3%
30.0
106
0.6%
LARGEST VALUES

96.0
1
<0.1%
95.0
4
<0.1%
94.0
19
0.1%
93.0
38
0.2%
92.0
64
0.4%
91.0
88
0.5%
90.0
111
0.6%
89.0
76
0.4%
88.0
103
0.6%
87.0
136
0.7%
86.0
140
0.8%
85.0
152
0.8%
84.0
164
0.9%
83.0
208
1.1%
82.0
242
1.3%
Reactions
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Overall
0.85
Unnamed: 0
-0.83
Composure
0.69
Special
0.60
Potential
0.51
Vision
0.50
Wage_Number
0.50
ShortPassing
0.48
LongPassing
0.46
Age
0.45
BallControl
0.44
LongShots
0.42
ShotPower
0.42
Curve
0.41

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LCM
0.67
CM
0.67
RCM
0.67
LAM
0.62
CAM
0.62
RAM
0.62
LM
0.62
RM
0.62
LS
0.60
ST
0.60
RS
0.60
LDM
0.59
CDM
0.59
RDM
0.59
MOST FREQUENT VALUES

65.0
863
4.8%
64.0
862
4.7%
60.0
833
4.6%
62.0
820
4.5%
63.0
812
4.5%
66.0
734
4.0%
58.0
716
3.9%
68.0
710
3.9%
67.0
701
3.9%
61.0
700
3.9%
59.0
694
3.8%
55.0
685
3.8%
70.0
608
3.3%
57.0
604
3.3%
56.0
595
3.3%
SMALLEST VALUES

21.0
1
<0.1%
30.0
5
<0.1%
31.0
5
<0.1%
32.0
6
<0.1%
33.0
12
<0.1%
34.0
7
<0.1%
35.0
16
<0.1%
36.0
21
0.1%
37.0
25
0.1%
38.0
27
0.1%
39.0
30
0.2%
40.0
55
0.3%
41.0
64
0.4%
42.0
72
0.4%
43.0
92
0.5%
LARGEST VALUES

96.0
1
<0.1%
95.0
1
<0.1%
94.0
1
<0.1%
93.0
1
<0.1%
92.0
1
<0.1%
91.0
5
<0.1%
90.0
7
<0.1%
89.0
1
<0.1%
88.0
7
<0.1%
87.0
10
<0.1%
86.0
15
<0.1%
85.0
30
0.2%
84.0
41
0.2%
83.0
47
0.3%
82.0
76
0.4%
Balance
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Agility
0.77
Acceleration
0.71
Dribbling
0.66
SprintSpeed
0.64
Crossing
0.62
BallControl
0.60
Positioning
0.60
Curve
0.59
Special
0.59
LongShots
0.53
ShortPassing
0.53
Finishing
0.52
FKAccuracy
0.52
Volleys
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Height
0.80
Position
0.70
Weight
0.69
LM
0.67
RM
0.67
LAM
0.65
CAM
0.65
RAM
0.65
Skill Moves
0.64
LS
0.60
ST
0.60
RS
0.60
LCM
0.60
CM
0.60
MOST FREQUENT VALUES

68.0
604
3.3%
70.0
594
3.3%
66.0
589
3.2%
65.0
589
3.2%
67.0
587
3.2%
69.0
574
3.2%
71.0
559
3.1%
72.0
548
3.0%
74.0
534
2.9%
73.0
524
2.9%
75.0
519
2.9%
64.0
509
2.8%
76.0
475
2.6%
62.0
471
2.6%
63.0
470
2.6%
SMALLEST VALUES

16.0
3
<0.1%
17.0
3
<0.1%
18.0
3
<0.1%
19.0
3
<0.1%
20.0
7
<0.1%
21.0
15
<0.1%
22.0
34
0.2%
23.0
18
<0.1%
24.0
24
0.1%
25.0
25
0.1%
26.0
25
0.1%
27.0
31
0.2%
28.0
52
0.3%
29.0
52
0.3%
30.0
72
0.4%
LARGEST VALUES

96.0
5
<0.1%
95.0
7
<0.1%
94.0
23
0.1%
93.0
42
0.2%
92.0
60
0.3%
91.0
90
0.5%
90.0
109
0.6%
89.0
80
0.4%
88.0
92
0.5%
87.0
114
0.6%
86.0
132
0.7%
85.0
141
0.8%
84.0
189
1.0%
83.0
210
1.2%
82.0
216
1.2%
ShotPower
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

LongShots
0.89
Special
0.84
Volleys
0.83
BallControl
0.83
Finishing
0.82
Positioning
0.81
Dribbling
0.80
Penalties
0.80
Curve
0.79
ShortPassing
0.77
FKAccuracy
0.75
Crossing
0.71
Vision
0.68
LongPassing
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LS
0.91
ST
0.91
RS
0.91
LAM
0.86
CAM
0.86
RAM
0.86
LM
0.84
RM
0.84
LCM
0.83
CM
0.83
RCM
0.83
Skill Moves
0.78
Position
0.77
LDM
0.73
MOST FREQUENT VALUES

68.0
574
3.2%
70.0
558
3.1%
65.0
552
3.0%
62.0
542
3.0%
66.0
515
2.8%
60.0
497
2.7%
64.0
491
2.7%
63.0
473
2.6%
58.0
471
2.6%
59.0
462
2.5%
67.0
460
2.5%
61.0
445
2.5%
72.0
441
2.4%
55.0
426
2.3%
69.0
406
2.2%
SMALLEST VALUES

2.0
1
<0.1%
3.0
1
<0.1%
6.0
2
<0.1%
7.0
1
<0.1%
8.0
2
<0.1%
9.0
4
<0.1%
10.0
4
<0.1%
11.0
13
<0.1%
12.0
32
0.2%
13.0
24
0.1%
14.0
39
0.2%
15.0
55
0.3%
16.0
73
0.4%
17.0
102
0.6%
18.0
125
0.7%
LARGEST VALUES

95.0
1
<0.1%
94.0
1
<0.1%
93.0
1
<0.1%
92.0
3
<0.1%
91.0
2
<0.1%
90.0
3
<0.1%
89.0
3
<0.1%
88.0
13
<0.1%
87.0
24
0.1%
86.0
37
0.2%
85.0
57
0.3%
84.0
65
0.4%
83.0
84
0.5%
82.0
81
0.4%
81.0
103
0.6%
Jumping
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

HeadingAccuracy
0.38
Aggression
0.37
Stamina
0.35
Special
0.32
Interceptions
0.29
Strength
0.28
Marking
0.28
Overall
0.26
Unnamed: 0
-0.26
StandingTackle
0.26
SlidingTackle
0.26
Reactions
0.25
Composure
0.25
SprintSpeed
0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Position
0.42
Skill Moves
0.35
LB
0.34
RB
0.34
Work Rate
0.34
Height
0.33
LDM
0.32
CDM
0.32
RDM
0.32
LWB
0.32
RWB
0.32
Weight
0.31
International Reputation
0.30
LS
0.29
MOST FREQUENT VALUES

70.0
718
4.0%
72.0
651
3.6%
68.0
647
3.6%
71.0
631
3.5%
65.0
626
3.4%
63.0
624
3.4%
67.0
621
3.4%
73.0
616
3.4%
64.0
600
3.3%
69.0
593
3.3%
66.0
591
3.3%
62.0
588
3.2%
60.0
583
3.2%
74.0
572
3.1%
58.0
530
2.9%
SMALLEST VALUES

15.0
1
<0.1%
16.0
1
<0.1%
22.0
1
<0.1%
23.0
1
<0.1%
26.0
4
<0.1%
27.0
5
<0.1%
28.0
2
<0.1%
29.0
8
<0.1%
30.0
40
0.2%
31.0
52
0.3%
32.0
59
0.3%
33.0
81
0.4%
34.0
83
0.5%
35.0
48
0.3%
36.0
57
0.3%
LARGEST VALUES

95.0
1
<0.1%
94.0
5
<0.1%
93.0
18
<0.1%
92.0
45
0.2%
91.0
75
0.4%
90.0
100
0.6%
89.0
56
0.3%
88.0
65
0.4%
87.0
79
0.4%
86.0
96
0.5%
85.0
126
0.7%
84.0
170
0.9%
83.0
198
1.1%
82.0
253
1.4%
81.0
266
1.5%
Stamina
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Special
0.79
BallControl
0.73
ShortPassing
0.72
GKDiving
-0.70
GKReflexes
-0.70
GKHandling
-0.70
GKKicking
-0.70
GKPositioning
-0.70
Dribbling
0.69
Crossing
0.67
Aggression
0.65
Positioning
0.64
LongPassing
0.64
HeadingAccuracy
0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LWB
0.83
RWB
0.83
LB
0.82
RB
0.82
LDM
0.81
CDM
0.81
RDM
0.81
LCM
0.81
CM
0.81
RCM
0.81
LM
0.79
RM
0.79
LAM
0.77
CAM
0.77
MOST FREQUENT VALUES

68.0
694
3.8%
69.0
668
3.7%
67.0
630
3.5%
72.0
611
3.4%
65.0
587
3.2%
74.0
577
3.2%
66.0
574
3.2%
70.0
572
3.1%
75.0
556
3.1%
64.0
549
3.0%
71.0
544
3.0%
73.0
540
3.0%
76.0
477
2.6%
63.0
466
2.6%
62.0
463
2.5%
SMALLEST VALUES

12.0
1
<0.1%
13.0
2
<0.1%
14.0
9
<0.1%
15.0
4
<0.1%
16.0
22
0.1%
17.0
38
0.2%
18.0
44
0.2%
19.0
37
0.2%
20.0
64
0.4%
21.0
72
0.4%
22.0
75
0.4%
23.0
64
0.4%
24.0
75
0.4%
25.0
91
0.5%
26.0
73
0.4%
LARGEST VALUES

96.0
3
<0.1%
95.0
2
<0.1%
94.0
7
<0.1%
93.0
27
0.1%
92.0
58
0.3%
91.0
78
0.4%
90.0
108
0.6%
89.0
90
0.5%
88.0
98
0.5%
87.0
108
0.6%
86.0
142
0.8%
85.0
167
0.9%
84.0
176
1.0%
83.0
188
1.0%
82.0
240
1.3%
Strength
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

HeadingAccuracy
0.49
Aggression
0.47
Balance
-0.39
Interceptions
0.36
Overall
0.35
Unnamed: 0
-0.34
Marking
0.33
Age
0.33
StandingTackle
0.33
SlidingTackle
0.30
Reactions
0.29
Jumping
0.28
Composure
0.28
Stamina
0.26

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Weight
0.66
Height
0.59
Position
0.55
LDM
0.38
CDM
0.38
RDM
0.38
Body Type
0.37
Work Rate
0.37
LB
0.33
RB
0.33
Skill Moves
0.33
International Reputation
0.29
LWB
0.28
RWB
0.28
MOST FREQUENT VALUES

68.0
678
3.7%
67.0
626
3.4%
65.0
623
3.4%
69.0
605
3.3%
70.0
596
3.3%
73.0
569
3.1%
72.0
569
3.1%
64.0
564
3.1%
66.0
561
3.1%
75.0
541
3.0%
74.0
538
3.0%
71.0
538
3.0%
62.0
536
3.0%
63.0
521
2.9%
60.0
517
2.8%
SMALLEST VALUES

17.0
1
<0.1%
24.0
2
<0.1%
25.0
2
<0.1%
26.0
4
<0.1%
27.0
4
<0.1%
28.0
10
<0.1%
29.0
20
0.1%
30.0
39
0.2%
31.0
41
0.2%
32.0
65
0.4%
33.0
71
0.4%
34.0
85
0.5%
35.0
52
0.3%
36.0
55
0.3%
37.0
65
0.4%
LARGEST VALUES

97.0
1
<0.1%
95.0
3
<0.1%
94.0
14
<0.1%
93.0
29
0.2%
92.0
58
0.3%
91.0
75
0.4%
90.0
118
0.6%
89.0
74
0.4%
88.0
94
0.5%
87.0
90
0.5%
86.0
132
0.7%
85.0
149
0.8%
84.0
189
1.0%
83.0
222
1.2%
82.0
230
1.3%
LongShots
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ShotPower
0.89
Finishing
0.88
Volleys
0.87
Positioning
0.86
Dribbling
0.84
Special
0.84
BallControl
0.84
Curve
0.84
Penalties
0.81
FKAccuracy
0.80
ShortPassing
0.76
Vision
0.75
Crossing
0.74
LongPassing
0.67

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LS
0.92
ST
0.92
RS
0.92
LAM
0.91
CAM
0.91
RAM
0.91
LM
0.88
RM
0.88
LCM
0.84
CM
0.84
RCM
0.84
Position
0.80
Skill Moves
0.79
LDM
0.68
MOST FREQUENT VALUES

59.0
508
2.8%
58.0
496
2.7%
62.0
485
2.7%
65.0
436
2.4%
55.0
435
2.4%
64.0
430
2.4%
60.0
408
2.2%
56.0
401
2.2%
52.0
395
2.2%
63.0
385
2.1%
66.0
378
2.1%
68.0
376
2.1%
61.0
372
2.0%
57.0
370
2.0%
54.0
361
2.0%
SMALLEST VALUES

3.0
1
<0.1%
4.0
6
<0.1%
5.0
84
0.5%
6.0
110
0.6%
7.0
107
0.6%
8.0
123
0.7%
9.0
112
0.6%
10.0
80
0.4%
11.0
135
0.7%
12.0
217
1.2%
13.0
195
1.1%
14.0
194
1.1%
15.0
182
1.0%
16.0
158
0.9%
17.0
176
1.0%
LARGEST VALUES

94.0
1
<0.1%
93.0
2
<0.1%
92.0
2
<0.1%
91.0
2
<0.1%
90.0
2
<0.1%
89.0
2
<0.1%
88.0
6
<0.1%
87.0
9
<0.1%
86.0
10
<0.1%
85.0
7
<0.1%
84.0
15
<0.1%
83.0
16
<0.1%
82.0
36
0.2%
81.0
31
0.2%
80.0
60
0.3%
Aggression
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Interceptions
0.75
StandingTackle
0.74
Marking
0.72
SlidingTackle
0.72
HeadingAccuracy
0.69
Special
0.67
Stamina
0.65
ShortPassing
0.61
LongPassing
0.59
GKHandling
-0.58
GKDiving
-0.58
GKReflexes
-0.58
GKKicking
-0.57
GKPositioning
-0.57

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LDM
0.83
CDM
0.83
RDM
0.83
LB
0.80
RB
0.80
LWB
0.78
RWB
0.78
Position
0.73
LCM
0.67
CM
0.67
RCM
0.67
LM
0.63
RM
0.63
LAM
0.63
MOST FREQUENT VALUES

65.0
516
2.8%
68.0
514
2.8%
70.0
489
2.7%
60.0
464
2.6%
58.0
458
2.5%
55.0
432
2.4%
72.0
427
2.4%
62.0
427
2.4%
66.0
424
2.3%
59.0
421
2.3%
64.0
398
2.2%
67.0
398
2.2%
71.0
390
2.1%
63.0
390
2.1%
69.0
377
2.1%
SMALLEST VALUES

11.0
5
<0.1%
12.0
12
<0.1%
13.0
17
<0.1%
14.0
11
<0.1%
15.0
25
0.1%
16.0
61
0.3%
17.0
85
0.5%
18.0
87
0.5%
19.0
107
0.6%
20.0
112
0.6%
21.0
108
0.6%
22.0
140
0.8%
23.0
113
0.6%
24.0
121
0.7%
25.0
163
0.9%
LARGEST VALUES

95.0
1
<0.1%
94.0
8
<0.1%
93.0
3
<0.1%
92.0
16
<0.1%
91.0
13
<0.1%
90.0
35
0.2%
89.0
28
0.2%
88.0
55
0.3%
87.0
52
0.3%
86.0
55
0.3%
85.0
84
0.5%
84.0
89
0.5%
83.0
111
0.6%
82.0
146
0.8%
81.0
155
0.9%
Interceptions
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

StandingTackle
0.94
SlidingTackle
0.93
Marking
0.89
Aggression
0.75
LongPassing
0.60
Stamina
0.58
Special
0.56
HeadingAccuracy
0.55
ShortPassing
0.54
GKHandling
-0.49
GKReflexes
-0.49
GKDiving
-0.49
GKKicking
-0.49
GKPositioning
-0.48

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LB
0.93
RB
0.93
LDM
0.92
CDM
0.92
RDM
0.92
LWB
0.87
RWB
0.87
Position
0.86
LCM
0.60
CM
0.60
RCM
0.60
LS
0.56
ST
0.56
RS
0.56
MOST FREQUENT VALUES

62.0
509
2.8%
66.0
505
2.8%
65.0
493
2.7%
63.0
477
2.6%
64.0
465
2.6%
60.0
428
2.4%
68.0
408
2.2%
58.0
402
2.2%
67.0
389
2.1%
22.0
373
2.1%
59.0
373
2.1%
61.0
370
2.0%
57.0
363
2.0%
23.0
359
2.0%
55.0
349
1.9%
SMALLEST VALUES

3.0
1
<0.1%
4.0
1
<0.1%
5.0
6
<0.1%
6.0
46
0.3%
7.0
46
0.3%
8.0
53
0.3%
9.0
56
0.3%
10.0
136
0.7%
11.0
172
0.9%
12.0
213
1.2%
13.0
195
1.1%
14.0
209
1.2%
15.0
225
1.2%
16.0
235
1.3%
17.0
262
1.4%
LARGEST VALUES

92.0
2
<0.1%
90.0
3
<0.1%
89.0
3
<0.1%
88.0
5
<0.1%
87.0
12
<0.1%
86.0
16
<0.1%
85.0
17
<0.1%
84.0
24
0.1%
83.0
25
0.1%
82.0
49
0.3%
81.0
57
0.3%
80.0
74
0.4%
79.0
79
0.4%
78.0
98
0.5%
77.0
110
0.6%
Positioning
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Dribbling
0.90
Finishing
0.89
BallControl
0.86
LongShots
0.86
Volleys
0.85
Special
0.82
Curve
0.81
ShotPower
0.81
Penalties
0.80
Crossing
0.78
ShortPassing
0.76
Vision
0.73
FKAccuracy
0.73
Agility
0.71

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LS
0.94
ST
0.94
RS
0.94
LAM
0.93
CAM
0.93
RAM
0.93
LM
0.92
RM
0.92
Position
0.87
LCM
0.84
CM
0.84
RCM
0.84
Skill Moves
0.83
LB
0.75
MOST FREQUENT VALUES

58.0
574
3.2%
65.0
537
3.0%
62.0
516
2.8%
64.0
509
2.8%
60.0
503
2.8%
59.0
494
2.7%
63.0
478
2.6%
55.0
461
2.5%
68.0
459
2.5%
66.0
457
2.5%
61.0
442
2.4%
53.0
428
2.4%
56.0
427
2.4%
57.0
427
2.4%
67.0
423
2.3%
SMALLEST VALUES

2.0
5
<0.1%
3.0
9
<0.1%
4.0
69
0.4%
5.0
110
0.6%
6.0
144
0.8%
7.0
138
0.8%
8.0
132
0.7%
9.0
83
0.5%
10.0
139
0.8%
11.0
195
1.1%
12.0
219
1.2%
13.0
190
1.0%
14.0
145
0.8%
15.0
144
0.8%
16.0
109
0.6%
LARGEST VALUES

95.0
1
<0.1%
94.0
1
<0.1%
93.0
2
<0.1%
92.0
5
<0.1%
91.0
3
<0.1%
90.0
4
<0.1%
89.0
5
<0.1%
88.0
7
<0.1%
87.0
12
<0.1%
86.0
10
<0.1%
85.0
17
<0.1%
84.0
31
0.2%
83.0
39
0.2%
82.0
42
0.2%
81.0
44
0.2%
Vision
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Special
0.76
LongShots
0.75
Curve
0.74
Positioning
0.73
Dribbling
0.73
BallControl
0.72
FKAccuracy
0.72
ShortPassing
0.71
Volleys
0.70
LongPassing
0.70
Finishing
0.70
Crossing
0.68
ShotPower
0.68
Composure
0.64

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LAM
0.87
CAM
0.87
RAM
0.87
LM
0.84
RM
0.84
LCM
0.83
CM
0.83
RCM
0.83
LS
0.78
ST
0.78
RS
0.78
Position
0.70
Skill Moves
0.69
LWB
0.54
MOST FREQUENT VALUES

58.0
595
3.3%
55.0
565
3.1%
60.0
541
3.0%
59.0
536
3.0%
62.0
513
2.8%
65.0
507
2.8%
64.0
498
2.7%
53.0
472
2.6%
63.0
470
2.6%
52.0
469
2.6%
57.0
460
2.5%
54.0
457
2.5%
56.0
442
2.4%
66.0
439
2.4%
50.0
437
2.4%
SMALLEST VALUES

10.0
6
<0.1%
11.0
20
0.1%
12.0
20
0.1%
13.0
17
<0.1%
14.0
24
0.1%
15.0
18
<0.1%
16.0
16
<0.1%
17.0
17
<0.1%
18.0
27
0.1%
19.0
31
0.2%
20.0
37
0.2%
21.0
35
0.2%
22.0
44
0.2%
23.0
51
0.3%
24.0
60
0.3%
LARGEST VALUES

94.0
2
<0.1%
93.0
1
<0.1%
92.0
2
<0.1%
91.0
3
<0.1%
90.0
1
<0.1%
89.0
3
<0.1%
88.0
4
<0.1%
87.0
12
<0.1%
86.0
19
0.1%
85.0
15
<0.1%
84.0
20
0.1%
83.0
33
0.2%
82.0
38
0.2%
81.0
44
0.2%
80.0
68
0.4%
Penalties
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Finishing
0.84
Volleys
0.83
LongShots
0.81
Positioning
0.80
ShotPower
0.80
BallControl
0.77
Dribbling
0.77
Curve
0.75
Special
0.73
FKAccuracy
0.73
ShortPassing
0.68
Crossing
0.65
Vision
0.63
GKDiving
-0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LS
0.85
ST
0.85
RS
0.85
LAM
0.81
CAM
0.81
RAM
0.81
Position
0.79
LM
0.79
RM
0.79
Skill Moves
0.75
LCM
0.74
CM
0.74
RCM
0.74
LB
0.70
MOST FREQUENT VALUES

45.0
492
2.7%
55.0
488
2.7%
49.0
480
2.6%
48.0
473
2.6%
58.0
471
2.6%
59.0
468
2.6%
60.0
452
2.5%
50.0
444
2.4%
44.0
426
2.3%
42.0
420
2.3%
40.0
419
2.3%
61.0
411
2.3%
47.0
409
2.3%
46.0
406
2.2%
41.0
397
2.2%
SMALLEST VALUES

5.0
1
<0.1%
7.0
1
<0.1%
8.0
4
<0.1%
9.0
6
<0.1%
10.0
52
0.3%
11.0
83
0.5%
12.0
107
0.6%
13.0
101
0.6%
14.0
102
0.6%
15.0
122
0.7%
16.0
114
0.6%
17.0
107
0.6%
18.0
112
0.6%
19.0
127
0.7%
20.0
113
0.6%
LARGEST VALUES

92.0
1
<0.1%
91.0
1
<0.1%
90.0
6
<0.1%
89.0
3
<0.1%
88.0
7
<0.1%
87.0
3
<0.1%
86.0
5
<0.1%
85.0
14
<0.1%
84.0
14
<0.1%
83.0
20
0.1%
82.0
18
<0.1%
81.0
29
0.2%
80.0
58
0.3%
79.0
38
0.2%
78.0
47
0.3%
Composure
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Special
0.75
Overall
0.73
Unnamed: 0
-0.72
Reactions
0.69
ShortPassing
0.69
BallControl
0.67
LongPassing
0.65
Vision
0.64
ShotPower
0.63
Curve
0.62
LongShots
0.62
Dribbling
0.60
Volleys
0.60
FKAccuracy
0.59

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LCM
0.75
CM
0.75
RCM
0.75
LAM
0.71
CAM
0.71
RAM
0.71
LM
0.70
RM
0.70
LS
0.70
ST
0.70
RS
0.70
LDM
0.65
CDM
0.65
RDM
0.65
MOST FREQUENT VALUES

60.0
743
4.1%
58.0
698
3.8%
62.0
690
3.8%
65.0
689
3.8%
55.0
664
3.7%
64.0
643
3.5%
59.0
616
3.4%
63.0
601
3.3%
68.0
593
3.3%
66.0
560
3.1%
56.0
551
3.0%
67.0
548
3.0%
61.0
540
3.0%
57.0
537
3.0%
70.0
505
2.8%
SMALLEST VALUES

3.0
1
<0.1%
12.0
3
<0.1%
13.0
3
<0.1%
14.0
1
<0.1%
15.0
3
<0.1%
18.0
2
<0.1%
19.0
1
<0.1%
20.0
4
<0.1%
21.0
14
<0.1%
22.0
27
0.1%
23.0
22
0.1%
24.0
17
<0.1%
25.0
28
0.2%
26.0
23
0.1%
27.0
26
0.1%
LARGEST VALUES

96.0
1
<0.1%
95.0
1
<0.1%
94.0
1
<0.1%
93.0
2
<0.1%
92.0
1
<0.1%
91.0
3
<0.1%
90.0
5
<0.1%
89.0
5
<0.1%
88.0
6
<0.1%
87.0
11
<0.1%
86.0
24
0.1%
85.0
19
0.1%
84.0
44
0.2%
83.0
44
0.2%
82.0
78
0.4%
Marking
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

StandingTackle
0.91
SlidingTackle
0.90
Interceptions
0.89
Aggression
0.72
Stamina
0.59
LongPassing
0.59
HeadingAccuracy
0.58
Special
0.56
ShortPassing
0.56
GKHandling
-0.55
GKReflexes
-0.55
GKDiving
-0.55
GKKicking
-0.55
GKPositioning
-0.55

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LB
0.89
RB
0.89
LDM
0.89
CDM
0.89
RDM
0.89
Position
0.87
LWB
0.85
RWB
0.85
LS
0.63
ST
0.63
RS
0.63
LCM
0.62
CM
0.62
RCM
0.62
MOST FREQUENT VALUES

60.0
573
3.2%
62.0
549
3.0%
65.0
525
2.9%
64.0
485
2.7%
58.0
466
2.6%
55.0
453
2.5%
63.0
428
2.4%
66.0
427
2.4%
59.0
424
2.3%
68.0
420
2.3%
67.0
419
2.3%
70.0
390
2.1%
69.0
358
2.0%
61.0
356
2.0%
56.0
328
1.8%
SMALLEST VALUES

3.0
1
<0.1%
4.0
1
<0.1%
5.0
16
<0.1%
6.0
29
0.2%
7.0
53
0.3%
8.0
86
0.5%
9.0
94
0.5%
10.0
165
0.9%
11.0
163
0.9%
12.0
248
1.4%
13.0
149
0.8%
14.0
187
1.0%
15.0
232
1.3%
16.0
173
1.0%
17.0
191
1.1%
LARGEST VALUES

94.0
1
<0.1%
93.0
1
<0.1%
92.0
1
<0.1%
91.0
2
<0.1%
90.0
9
<0.1%
89.0
2
<0.1%
88.0
9
<0.1%
87.0
5
<0.1%
86.0
6
<0.1%
85.0
17
<0.1%
84.0
12
<0.1%
83.0
21
0.1%
82.0
31
0.2%
81.0
30
0.2%
80.0
65
0.4%
StandingTackle
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

SlidingTackle
0.97
Interceptions
0.94
Marking
0.91
Aggression
0.74
LongPassing
0.59
Stamina
0.57
HeadingAccuracy
0.56
ShortPassing
0.54
Special
0.54
GKHandling
-0.53
GKReflexes
-0.53
GKKicking
-0.53
GKDiving
-0.53
GKPositioning
-0.53

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LB
0.93
RB
0.93
LDM
0.91
CDM
0.91
RDM
0.91
Position
0.89
LWB
0.87
RWB
0.87
LS
0.62
ST
0.62
RS
0.62
LCM
0.61
CM
0.61
RCM
0.61
MOST FREQUENT VALUES

66.0
617
3.4%
64.0
605
3.3%
65.0
595
3.3%
63.0
518
2.9%
68.0
514
2.8%
62.0
490
2.7%
67.0
463
2.5%
70.0
435
2.4%
69.0
400
2.2%
14.0
386
2.1%
13.0
382
2.1%
61.0
370
2.0%
12.0
362
2.0%
60.0
358
2.0%
72.0
357
2.0%
SMALLEST VALUES

2.0
1
<0.1%
5.0
1
<0.1%
6.0
3
<0.1%
7.0
4
<0.1%
8.0
22
0.1%
9.0
41
0.2%
10.0
153
0.8%
11.0
285
1.6%
12.0
362
2.0%
13.0
382
2.1%
14.0
386
2.1%
15.0
307
1.7%
16.0
238
1.3%
17.0
258
1.4%
18.0
283
1.6%
LARGEST VALUES

93.0
1
<0.1%
92.0
1
<0.1%
91.0
2
<0.1%
90.0
6
<0.1%
89.0
5
<0.1%
88.0
5
<0.1%
87.0
11
<0.1%
86.0
15
<0.1%
85.0
18
<0.1%
84.0
33
0.2%
83.0
33
0.2%
82.0
44
0.2%
81.0
56
0.3%
80.0
70
0.4%
79.0
93
0.5%
SlidingTackle
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

StandingTackle
0.97
Interceptions
0.93
Marking
0.90
Aggression
0.72
LongPassing
0.56
Stamina
0.54
HeadingAccuracy
0.53
GKHandling
-0.51
GKReflexes
-0.51
GKKicking
-0.51
GKDiving
-0.51
ShortPassing
0.51
Special
0.51
GKPositioning
-0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LB
0.92
RB
0.92
Position
0.89
LDM
0.89
CDM
0.89
RDM
0.89
LWB
0.85
RWB
0.85
LS
0.62
ST
0.62
RS
0.62
LAM
0.58
CAM
0.58
RAM
0.58
MOST FREQUENT VALUES

62.0
590
3.2%
64.0
586
3.2%
63.0
536
3.0%
65.0
514
2.8%
60.0
461
2.5%
61.0
450
2.5%
68.0
435
2.4%
66.0
429
2.4%
14.0
419
2.3%
13.0
416
2.3%
12.0
410
2.3%
58.0
399
2.2%
67.0
395
2.2%
59.0
383
2.1%
70.0
356
2.0%
SMALLEST VALUES

3.0
1
<0.1%
4.0
2
<0.1%
6.0
3
<0.1%
7.0
5
<0.1%
8.0
17
<0.1%
9.0
40
0.2%
10.0
173
1.0%
11.0
306
1.7%
12.0
410
2.3%
13.0
416
2.3%
14.0
419
2.3%
15.0
324
1.8%
16.0
296
1.6%
17.0
297
1.6%
18.0
319
1.8%
LARGEST VALUES

91.0
1
<0.1%
90.0
2
<0.1%
89.0
2
<0.1%
88.0
4
<0.1%
87.0
7
<0.1%
86.0
13
<0.1%
85.0
19
0.1%
84.0
16
<0.1%
83.0
16
<0.1%
82.0
38
0.2%
81.0
29
0.2%
80.0
61
0.3%
79.0
57
0.3%
78.0
84
0.5%
77.0
101
0.6%
GKDiving
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GKReflexes
0.97
GKHandling
0.97
GKPositioning
0.97
GKKicking
0.97
BallControl
-0.79
Dribbling
-0.75
HeadingAccuracy
-0.75
ShortPassing
-0.73
Stamina
-0.70
Positioning
-0.68
Special
-0.67
Crossing
-0.66
ShotPower
-0.65
Penalties
-0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Skill Moves
0.98
Position
0.98
LDM
0.95
CDM
0.95
RDM
0.95
LWB
0.95
RWB
0.95
LB
0.95
RB
0.95
LM
0.95
RM
0.95
LCM
0.95
CM
0.95
RCM
0.95
MOST FREQUENT VALUES

8.0
1,617
8.9%
9.0
1,586
8.7%
7.0
1,581
8.7%
12.0
1,575
8.7%
14.0
1,564
8.6%
10.0
1,563
8.6%
13.0
1,551
8.5%
11.0
1,500
8.3%
6.0
1,305
7.2%
15.0
1,236
6.8%
16.0
561
3.1%
5.0
388
2.1%
63.0
116
0.6%
68.0
114
0.6%
66.0
114
0.6%
SMALLEST VALUES

1.0
27
0.1%
2.0
6
<0.1%
3.0
19
0.1%
4.0
27
0.1%
5.0
388
2.1%
6.0
1,305
7.2%
7.0
1,581
8.7%
8.0
1,617
8.9%
9.0
1,586
8.7%
10.0
1,563
8.6%
11.0
1,500
8.3%
12.0
1,575
8.7%
13.0
1,551
8.5%
14.0
1,564
8.6%
15.0
1,236
6.8%
LARGEST VALUES

90.0
3
<0.1%
88.0
3
<0.1%
87.0
3
<0.1%
86.0
4
<0.1%
85.0
8
<0.1%
84.0
4
<0.1%
83.0
11
<0.1%
82.0
14
<0.1%
81.0
16
<0.1%
80.0
18
<0.1%
79.0
22
0.1%
78.0
34
0.2%
77.0
25
0.1%
76.0
36
0.2%
75.0
45
0.2%
GKHandling
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GKDiving
0.97
GKReflexes
0.97
GKPositioning
0.97
GKKicking
0.97
BallControl
-0.79
Dribbling
-0.75
HeadingAccuracy
-0.75
ShortPassing
-0.73
Stamina
-0.70
Positioning
-0.68
Special
-0.67
Crossing
-0.66
ShotPower
-0.65
Penalties
-0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Skill Moves
0.97
Position
0.97
LCM
0.95
CM
0.95
RCM
0.95
LWB
0.95
RWB
0.95
LB
0.95
RB
0.95
LM
0.95
RM
0.95
LDM
0.95
CDM
0.95
RDM
0.95
MOST FREQUENT VALUES

10.0
1,630
9.0%
11.0
1,602
8.8%
12.0
1,596
8.8%
7.0
1,585
8.7%
14.0
1,582
8.7%
8.0
1,562
8.6%
9.0
1,559
8.6%
13.0
1,512
8.3%
6.0
1,226
6.8%
15.0
1,190
6.6%
16.0
640
3.5%
5.0
343
1.9%
60.0
127
0.7%
64.0
120
0.7%
59.0
112
0.6%
SMALLEST VALUES

1.0
27
0.1%
2.0
9
<0.1%
3.0
24
0.1%
4.0
25
0.1%
5.0
343
1.9%
6.0
1,226
6.8%
7.0
1,585
8.7%
8.0
1,562
8.6%
9.0
1,559
8.6%
10.0
1,630
9.0%
11.0
1,602
8.8%
12.0
1,596
8.8%
13.0
1,512
8.3%
14.0
1,582
8.7%
15.0
1,190
6.6%
LARGEST VALUES

92.0
1
<0.1%
91.0
1
<0.1%
87.0
1
<0.1%
86.0
2
<0.1%
85.0
3
<0.1%
84.0
6
<0.1%
83.0
5
<0.1%
82.0
6
<0.1%
81.0
10
<0.1%
80.0
12
<0.1%
79.0
7
<0.1%
78.0
8
<0.1%
77.0
22
0.1%
76.0
34
0.2%
75.0
18
<0.1%
GKKicking
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GKReflexes
0.97
GKDiving
0.97
GKHandling
0.97
GKPositioning
0.96
BallControl
-0.78
Dribbling
-0.75
HeadingAccuracy
-0.75
ShortPassing
-0.72
Stamina
-0.70
Positioning
-0.67
Special
-0.67
Crossing
-0.66
ShotPower
-0.65
Penalties
-0.61

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Skill Moves
0.97
Position
0.97
LM
0.95
RM
0.95
LS
0.95
ST
0.95
RS
0.95
LAM
0.95
CAM
0.95
RAM
0.95
LCM
0.95
CM
0.95
RCM
0.95
LDM
0.95
MOST FREQUENT VALUES

12.0
1,629
9.0%
9.0
1,616
8.9%
7.0
1,592
8.8%
13.0
1,573
8.7%
8.0
1,572
8.7%
14.0
1,556
8.6%
10.0
1,545
8.5%
11.0
1,528
8.4%
6.0
1,232
6.8%
15.0
1,173
6.5%
16.0
616
3.4%
5.0
379
2.1%
60.0
133
0.7%
62.0
121
0.7%
58.0
119
0.7%
SMALLEST VALUES

1.0
28
0.2%
2.0
6
<0.1%
3.0
23
0.1%
4.0
22
0.1%
5.0
379
2.1%
6.0
1,232
6.8%
7.0
1,592
8.8%
8.0
1,572
8.7%
9.0
1,616
8.9%
10.0
1,545
8.5%
11.0
1,528
8.4%
12.0
1,629
9.0%
13.0
1,573
8.7%
14.0
1,556
8.6%
15.0
1,173
6.5%
LARGEST VALUES

91.0
2
<0.1%
88.0
2
<0.1%
87.0
1
<0.1%
85.0
3
<0.1%
84.0
1
<0.1%
83.0
1
<0.1%
82.0
6
<0.1%
81.0
4
<0.1%
80.0
3
<0.1%
79.0
9
<0.1%
78.0
13
<0.1%
77.0
18
<0.1%
76.0
23
0.1%
75.0
28
0.2%
74.0
29
0.2%
GKPositioning
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GKReflexes
0.97
GKDiving
0.97
GKHandling
0.97
GKKicking
0.96
BallControl
-0.78
Dribbling
-0.75
HeadingAccuracy
-0.74
ShortPassing
-0.72
Stamina
-0.70
Positioning
-0.68
Special
-0.67
Crossing
-0.66
ShotPower
-0.65
Penalties
-0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Skill Moves
0.97
Position
0.97
LDM
0.95
CDM
0.95
RDM
0.95
LB
0.95
RB
0.95
LWB
0.95
RWB
0.95
LCM
0.95
CM
0.95
RCM
0.95
LAM
0.95
CAM
0.95
MOST FREQUENT VALUES

10.0
1,647
9.1%
7.0
1,587
8.7%
8.0
1,586
8.7%
11.0
1,582
8.7%
9.0
1,559
8.6%
14.0
1,551
8.5%
12.0
1,549
8.5%
13.0
1,547
8.5%
15.0
1,241
6.8%
6.0
1,229
6.8%
16.0
571
3.1%
5.0
376
2.1%
63.0
106
0.6%
65.0
104
0.6%
62.0
99
0.5%
SMALLEST VALUES

1.0
28
0.2%
2.0
7
<0.1%
3.0
18
<0.1%
4.0
28
0.2%
5.0
376
2.1%
6.0
1,229
6.8%
7.0
1,587
8.7%
8.0
1,586
8.7%
9.0
1,559
8.6%
10.0
1,647
9.1%
11.0
1,582
8.7%
12.0
1,549
8.5%
13.0
1,547
8.5%
14.0
1,551
8.5%
15.0
1,241
6.8%
LARGEST VALUES

90.0
1
<0.1%
89.0
1
<0.1%
88.0
2
<0.1%
87.0
1
<0.1%
86.0
2
<0.1%
85.0
5
<0.1%
84.0
2
<0.1%
83.0
5
<0.1%
82.0
16
<0.1%
81.0
15
<0.1%
80.0
13
<0.1%
79.0
15
<0.1%
78.0
18
<0.1%
77.0
34
0.2%
76.0
27
0.1%
GKReflexes
MISSING:
48
(<1%)
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

GKDiving
0.97
GKHandling
0.97
GKPositioning
0.97
GKKicking
0.97
BallControl
-0.79
Dribbling
-0.75
HeadingAccuracy
-0.75
ShortPassing
-0.73
Stamina
-0.70
Positioning
-0.68
Special
-0.67
Crossing
-0.66
ShotPower
-0.65
Penalties
-0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

Skill Moves
0.97
Position
0.97
LM
0.95
RM
0.95
LCM
0.95
CM
0.95
RCM
0.95
LDM
0.95
CDM
0.95
RDM
0.95
LB
0.95
RB
0.95
LWB
0.95
RWB
0.95
MOST FREQUENT VALUES

11.0
1,602
8.8%
10.0
1,602
8.8%
8.0
1,598
8.8%
7.0
1,577
8.7%
14.0
1,571
8.7%
9.0
1,560
8.6%
12.0
1,545
8.5%
13.0
1,515
8.3%
6.0
1,296
7.1%
15.0
1,189
6.5%
16.0
581
3.2%
5.0
375
2.1%
64.0
110
0.6%
66.0
107
0.6%
63.0
105
0.6%
SMALLEST VALUES

1.0
27
0.1%
2.0
5
<0.1%
3.0
24
0.1%
4.0
26
0.1%
5.0
375
2.1%
6.0
1,296
7.1%
7.0
1,577
8.7%
8.0
1,598
8.8%
9.0
1,560
8.6%
10.0
1,602
8.8%
11.0
1,602
8.8%
12.0
1,545
8.5%
13.0
1,515
8.3%
14.0
1,571
8.7%
15.0
1,189
6.5%
LARGEST VALUES

94.0
1
<0.1%
92.0
1
<0.1%
90.0
3
<0.1%
89.0
2
<0.1%
88.0
6
<0.1%
87.0
4
<0.1%
86.0
5
<0.1%
85.0
7
<0.1%
84.0
12
<0.1%
83.0
15
<0.1%
82.0
17
<0.1%
81.0
18
<0.1%
80.0
16
<0.1%
79.0
26
0.1%
78.0
31
0.2%
Release Clause
MISSING:
1,564
(9%)
557
3%
-
-
€1.1M
423
3%
-
-
€1.3M
386
2%
-
-
€1.4M
385
2%
-
-
€1.2M
337
2%
-
-
€1.5M
318
2%
-
-
€1.6M
286
2%
-
-
€1M
246
1%
-
-
€1.8M
216
1%
-
-
€1.7M
204
1%
-
-
€1.9M
191
1%
-
-
€2M
152
<1%
-
-
€2.2M
147
<1%
-
-
€2.1M
133
<1%
-
-
€2.4M
123
<1%
-
-
€2.3M
112
<1%
-
-
€2.5M
102
<1%
-
-
€2.9M
96
<1%
-
-
€2.6M
95
<1%
-
-
€2.7M
88
<1%
-
-
€3M
87
<1%
-
-
€2.8M
76
<1%
-
-
€3.1M
74
<1%
-
-
€3.6M
72
<1%
-
-
€3.3M
70
<1%
-
-
€3.4M
70
<1%
-
-
€3.2M
65
<1%
-
-
€4M
59
<1%
-
-
€656K
58
<1%
-
-
€3.9M
58
<1%
-
-
€3.5M
58
<1%
-
-
€3.8M
56
<1%
-
-
€5.1M
56
<1%
-
-
€788K
56
<1%
-
-
€4.3M
54
<1%
-
-
€4.9M
53
<1%
-
-
€5M
52
<1%
-
-
€5.7M
50
<1%
-
-
€4.6M
49
<1%
-
-
€4.5M
48
<1%
-
-
€4.8M
48
<1%
-
-
€5.4M
47
<1%
-
-
€6.3M
46
<1%
-
-
€563K
46
<1%
-
-
€508K
46
<1%
-
-
€7M
46
<1%
-
-
€9.4M
45
<1%
-
-
€4.2M
44
<1%
-
-
€6.5M
43
<1%
-
-
€544K
42
<1%
-
-
€438K
41
<1%
-
-
€4.1M
41
<1%
-
-
€3.7M
41
<1%
-
-
€10.5M
40
<1%
-
-
€4.4M
39
<1%
-
-
€338K
39
<1%
-
-
€4.7M
38
<1%
-
-
€455K
38
<1%
-
-
€5.3M
38
<1%
-
-
€6M
37
<1%
-
-
€713K
9,980
60%
-
-
(Other)
Wage_Number
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

Overall
0.57
Reactions
0.50
Potential
0.49
Unnamed: 0
-0.48
Composure
0.42
Special
0.35
Vision
0.32
ShortPassing
0.30
BallControl
0.28
LongPassing
0.28
Curve
0.26
ShotPower
0.26
Volleys
0.26
LongShots
0.25

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

LAM
0.76
CAM
0.76
RAM
0.76
LM
0.76
RM
0.76
LCM
0.75
CM
0.75
RCM
0.75
LS
0.72
ST
0.72
RS
0.72
International Reputation
0.71
LDM
0.70
CDM
0.70
MOST FREQUENT VALUES

1000.0
4,900
26.9%
2000.0
2,827
15.5%
3000.0
1,857
10.2%
4000.0
1,255
6.9%
5000.0
869
4.8%
6000.0
682
3.7%
7000.0
488
2.7%
8000.0
423
2.3%
9000.0
328
1.8%
10000.0
319
1.8%
11000.0
292
1.6%
12000.0
256
1.4%
0.0
241
1.3%
13000.0
227
1.2%
15000.0
200
1.1%
SMALLEST VALUES

0.0
241
1.3%
1000.0
4,900
26.9%
2000.0
2,827
15.5%
3000.0
1,857
10.2%
4000.0
1,255
6.9%
5000.0
869
4.8%
6000.0
682
3.7%
7000.0
488
2.7%
8000.0
423
2.3%
9000.0
328
1.8%
10000.0
319
1.8%
11000.0
292
1.6%
12000.0
256
1.4%
13000.0
227
1.2%
14000.0
188
1.0%
LARGEST VALUES

565000.0
1
<0.1%
455000.0
1
<0.1%
420000.0
1
<0.1%
405000.0
1
<0.1%
380000.0
1
<0.1%
355000.0
3
<0.1%
340000.0
2
<0.1%
315000.0
3
<0.1%
300000.0
1
<0.1%
290000.0
1
<0.1%
285000.0
3
<0.1%
265000.0
1
<0.1%
260000.0
2
<0.1%
255000.0
1
<0.1%
250000.0
1
<0.1%